diff --git a/.github/workflows/ci-test.yaml b/.github/workflows/ci-test.yaml
index 06ce1aa10..0c9bacbeb 100644
--- a/.github/workflows/ci-test.yaml
+++ b/.github/workflows/ci-test.yaml
@@ -1,4 +1,4 @@
-name: Run tox tests
+name: Run tox tests with UV
 
 on:
   push:
@@ -14,44 +14,46 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.9'
-
-    - name: Cache tox environments
-      uses: actions/cache@v4
-      with:
-        path: .tox/
-        key: ${{ runner.os }}-tox-${{ hashFiles('**/pyproject.toml', '**/tox.ini') }}
-        restore-keys: |
-          ${{ runner.os }}-tox-
-
-    - name: Install tox
-      run: pip install tox
-
-    - name: Run tox
-      id: tox
-      run: |
-        tox
-
-    - name: Render the report to the PR
-      uses: marocchino/sticky-pull-request-comment@v2
-      with:
-        header: runner-test-report
-        recreate: true
-        path: runner-report.md
-
-    - name: Output reports to the job summary when tests fail
-      shell: bash
-      run: |
-        if [ -f "runner-report.md" ]; then
-          echo "<details><summary>Runner Test Report</summary>" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          cat "runner-report.md" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "</details>" >> $GITHUB_STEP_SUMMARY
-        fi
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          # Install a specific version of uv.
+          version: "0.6.14"
+          python-version: 3.12.9
+
+      - name: Cache tox environments
+        uses: actions/cache@v4
+        with:
+          path: .tox/
+          key: ${{ runner.os }}-tox-uv-${{ hashFiles('**/pyproject.toml', '**/tox.ini') }}
+          restore-keys: |
+            ${{ runner.os }}-tox-uv-
+
+      - name: Install tox with UV
+        run: uv pip install tox tox-uv
+
+      - name: Run tox
+        id: tox
+        run: |
+          tox
+
+      - name: Render the report to the PR
+        uses: marocchino/sticky-pull-request-comment@v2
+        with:
+          header: runner-test-report
+          recreate: true
+          path: runner-report.md
+
+      - name: Output reports to the job summary when tests fail
+        shell: bash
+        run: |
+          if [ -f "runner-report.md" ]; then
+            echo "<details><summary>Runner Test Report</summary>" >> $GITHUB_STEP_SUMMARY
+            echo "" >> $GITHUB_STEP_SUMMARY
+            cat "runner-report.md" >> $GITHUB_STEP_SUMMARY
+            echo "" >> $GITHUB_STEP_SUMMARY
+            echo "</details>" >> $GITHUB_STEP_SUMMARY
+          fi
diff --git a/.github/workflows/pdm-lock-automation.yaml b/.github/workflows/uv-lock-automation.yaml
similarity index 58%
rename from .github/workflows/pdm-lock-automation.yaml
rename to .github/workflows/uv-lock-automation.yaml
index 2b62bbc5b..202ff234d 100644
--- a/.github/workflows/pdm-lock-automation.yaml
+++ b/.github/workflows/uv-lock-automation.yaml
@@ -1,21 +1,21 @@
-name: Automate pdm.lock
+name: Automate uv.lock
 
 on:
   pull_request:
     types: [opened, synchronize, reopened, ready_for_review, review_requested]
     branches: [main]
     paths:
-      - '**/pyproject.toml'
+      - "**/pyproject.toml"
   workflow_dispatch:
     inputs:
       directories:
-        description: 'Comma-separated list of directories to update'
+        description: "Comma-separated list of directories to update"
         required: false
-        default: ''  # Run for all dirs specified in docker/scripts/pdm-lock-gen/pdm-lock.sh
+        default: "" # Run for all dirs specified in docker/scripts/uv-lock-gen/uv-lock.sh
 
 jobs:
-  update_pdm_lock:
-    name: Update PDM lock in all directories
+  update_uv_lock:
+    name: Update UV lock in all directories
     runs-on: ubuntu-latest
 
     permissions:
@@ -29,19 +29,20 @@ jobs:
         with:
           ref: ${{ github.head_ref }}
 
-      - name: Set up Python
-        uses: actions/setup-python@v5
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
         with:
-          python-version: '3.9'
+          # Install a specific version of uv.
+          version: "0.6.14"
+          python-version: 3.12.9
 
-      - name: Install PDM
-        run: python -m pip install pdm==2.16.1
+      - run: uv pip install --python=3.12.9 pip
 
-      - name: Generate PDM lockfiles
+      - name: Generate UV lockfiles
         env:
-            GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         run: |
-          chmod +x ./docker/scripts/pdm-lock-gen/pdm-lock.sh
+          chmod +x ./docker/scripts/uv-lock-gen/uv-lock.sh
 
           # Get the input from the workflow or use the default value
           dirs="${{ github.event.inputs.directories }}"
@@ -49,9 +50,9 @@ jobs:
           # Check if directories input is empty
           if [[ -z "$dirs" ]]; then
             # No directories input given, run the script without arguments (process all directories)
-            echo "No directories specified, running on all dirs listed in docker/scripts/pdm-lock-gen/pdm-lock.sh"
+            echo "No directories specified, running on all dirs listed in docker/scripts/uv-lock-gen/uv-lock.sh"
 
-            ./docker/scripts/pdm-lock-gen/pdm-lock.sh
+            ./docker/scripts/uv-lock-gen/uv-lock.sh
           else
             # Convert comma-separated list into an array of directories
             IFS=',' read -r -a dir_array <<< "$dirs"
@@ -60,13 +61,13 @@ jobs:
             echo "Processing specified directories: ${dir_array[*]}"
 
             # Pass directories as command-line arguments to the script
-            ./docker/scripts/pdm-lock-gen/pdm-lock.sh "${dir_array[@]}"
+            ./docker/scripts/uv-lock-gen/uv-lock.sh "${dir_array[@]}"
           fi
         shell: bash
 
-      - name: Commit pdm.lock changes
+      - name: Commit uv.lock changes
         uses: stefanzweifel/git-auto-commit-action@v5
         with:
-          commit_message: Commit pdm.lock changes
-          commit_user_name: pdm-lock-automation[bot]
-          commit_user_email: pdm-lock-automation-bot@unstract.com
+          commit_message: Commit uv.lock changes
+          commit_user_name: uv-lock-automation[bot]
+          commit_user_email: uv-lock-automation-bot@unstract.com
diff --git a/.gitignore b/.gitignore
index 472ebf9a8..7939e92f1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -630,6 +630,7 @@ backend/pluggable_apps/*
 
 # FE Plugins
 frontend/src/plugins/*
+frontend/public/llm-whisperer/
 
 
 # TODO: Ensure its made generic to abstract subfolder and file names
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 698790443..bfbf60cc5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,16 +1,11 @@
----
-# See https://pre-commit.com for more information
-# See https://pre-commit.com/hooks.html for more hooks
-
 default_language_version:
-  python: python3.9
+  python: python3.12
 default_stages:
   - pre-commit
 
 ci:
   skip:
-    - hadolint-docker  # Fails in pre-commit CI
-
+    - hadolint-docker # Fails in pre-commit CI
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v5.0.0
@@ -39,70 +34,66 @@ repos:
       - id: forbid-new-submodules
       - id: mixed-line-ending
       - id: no-commit-to-branch
-  - repo: https://github.com/adrienverge/yamllint
-    rev: v1.35.1
-    hooks:
-      - id: yamllint
-        args: ["-d", "relaxed"]
-        # language: system
-  # - repo: https://github.com/rhysd/actionlint
-  #   rev: v1.6.27
-  #   hooks:
-  #     - id: actionlint-docker
-  #       args: [-ignore, 'label ".+" is unknown']
-  - repo: https://github.com/psf/black
-    rev: 24.4.2
-    hooks:
-      - id: black
-        args: [--config=pyproject.toml, -l 88]
-        # language: system
-        exclude: |
-          (?x)^(
-              unstract/flags/src/unstract/flags/evaluation_.*\.py|
-          )$
-  - repo: https://github.com/pycqa/flake8
-    rev: 7.1.0
-    hooks:
-      - id: flake8
-        args: [--max-line-length=88]
-        exclude: |
-          (?x)^(
-              .*migrations/.*\.py|
-              core/tests/.*|
-              unstract/flags/src/unstract/flags/evaluation_.*\.py|
-          )$
-  - repo: https://github.com/pycqa/isort
-    rev: 5.13.2
+
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.3.4
     hooks:
-      - id: isort
-        files: "\\.(py)$"
-        args:
-          [
-            "--profile",
-            "black",
-            "--filter-files",
-            --settings-path=pyproject.toml,
-          ]
+      - id: ruff
+        args: [--fix]
+      - id: ruff-format
+
   - repo: https://github.com/hadialqattan/pycln
     rev: v2.5.0
     hooks:
       - id: pycln
         args: [--config=pyproject.toml]
+
   # - repo: https://github.com/pycqa/docformatter
   #   rev: v1.7.5
   #   hooks:
   #     - id: docformatter
+  #       language: python
+
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.16.0
+    rev: v3.17.0
     hooks:
       - id: pyupgrade
         entry: pyupgrade --py39-plus --keep-runtime-typing
         types:
           - python
+
+  # - repo: https://github.com/astral-sh/uv-pre-commit
+  #   rev: 0.6.11
+  #   hooks:
+  #     - id: uv-lock
+
+  # - repo: https://github.com/pre-commit/mirrors-mypy
+  #   rev: v1.11.2
+  #   hooks:
+  #     - id: mypy
+  #       language: system
+  #       entry: mypy .
+  #       pass_filenames: false
+  #       additional_dependencies: []
+
+  - repo: https://github.com/igorshubovych/markdownlint-cli
+    rev: v0.42.0
+    hooks:
+      - id: markdownlint
+        args: [--disable, MD013]
+      - id: markdownlint-fix
+        args: [--disable, MD013]
+
   - repo: https://github.com/gitleaks/gitleaks
-    rev: v8.18.4
+    rev: v8.18.2
     hooks:
       - id: gitleaks
+
+  - repo: https://github.com/Lucas-C/pre-commit-hooks-nodejs
+    rev: v1.1.2
+    hooks:
+      - id: htmlhint
+
   - repo: https://github.com/hadolint/hadolint
     rev: v2.12.1-beta
     hooks:
@@ -114,49 +105,3 @@ repos:
           - --ignore=DL3018
           - --ignore=SC1091
         files: Dockerfile$
-  - repo: https://github.com/asottile/yesqa
-    rev: v1.5.0
-    hooks:
-      - id: yesqa
-  # - repo: https://github.com/pre-commit/mirrors-eslint
-  #   rev: "v9.0.0-beta.2" # Use the sha / tag you want to point at
-  #   hooks:
-  #     - id: eslint
-  #       args: [--config=frontend/.eslintrc.json]
-  #       files: \.[jt]sx?$ # *.js, *.jsx, *.ts and *.tsx
-  #       types: [file]
-  #       additional_dependencies:
-  #         - eslint@8.41.0
-  #         - eslint-config-google@0.14.0
-  #         - eslint-config-prettier@8.8.0
-  #         - eslint-plugin-prettier@4.2.1
-  #         - eslint-plugin-react@7.32.2
-  #         - eslint-plugin-import@2.25.2
-  - repo: https://github.com/Lucas-C/pre-commit-hooks-nodejs
-    rev: v1.1.2
-    hooks:
-      - id: htmlhint
-  - repo: https://github.com/igorshubovych/markdownlint-cli
-    rev: v0.41.0
-    hooks:
-      - id: markdownlint
-        args: [--disable, MD013]
-      - id: markdownlint-fix
-        args: [--disable, MD013]
-  - repo: https://github.com/pdm-project/pdm
-    rev: 2.16.1
-    hooks:
-      - id: pdm-lock-check
-  # - repo: local
-  #   hooks:
-  #     - id: run-mypy
-  #       name: Run mypy
-  #       entry: sh -c 'pdm run mypy .'
-  #       language: system
-  #       pass_filenames: false
-  #     - id: check-django-migrations
-  #       name: Check django migrations
-  #       entry: sh -c 'pdm run docker/scripts/check_django_migrations.sh'
-  #       language: system
-  #       types: [python] # hook only runs if a python file is staged
-  #       pass_filenames: false
diff --git a/.python-version b/.python-version
index 1635d0f5a..f3fe474ae 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.9.6
+3.12.9
diff --git a/README.md b/README.md
index d328ed0c7..c6fc45b11 100644
--- a/README.md
+++ b/README.md
@@ -5,9 +5,9 @@
 
 ## No-code LLM Platform to launch APIs and ETL Pipelines to structure unstructured documents
 
-## 
+##
 
-[![pdm-managed](https://img.shields.io/badge/pdm-managed-blueviolet)](https://pdm-project.org)
+[![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)
 [![CLA assistant](https://cla-assistant.io/readme/badge/Zipstack/unstract)](https://cla-assistant.io/Zipstack/unstract)
 [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/Zipstack/unstract/main.svg)](https://results.pre-commit.ci/latest/github/Zipstack/unstract/main)
 [![Quality Gate Status](https://sonarcloud.io/api/project_badges/measure?project=Zipstack_unstract&metric=alert_status)](https://sonarcloud.io/summary/new_code?id=Zipstack_unstract)
@@ -57,8 +57,8 @@ Next, either download a release or clone this repo and do the following:
 
 That's all there is to it!
 
-Follow [these steps](backend/README.md#authentication) to change the default username and password.  
-See [user guide](https://docs.unstract.com/unstract/unstract_platform/user_guides/run_platform) for more details on managing the platform.  
+Follow [these steps](backend/README.md#authentication) to change the default username and password.
+See [user guide](https://docs.unstract.com/unstract/unstract_platform/user_guides/run_platform) for more details on managing the platform.
 
 Another really quick way to experience Unstract is by signing up for our [hosted version](https://us-central.unstract.com/). It comes with a 14 day free trial!
 
@@ -154,9 +154,9 @@ Contributions are welcome! Please see [CONTRIBUTING.md](CONTRIBUTING.md) for fur
 
 ## 🚨 Backup encryption key
 
-Do copy the value of `ENCRYPTION_KEY` config in either `backend/.env` or `platform-service/.env` file to a secure location.  
+Do copy the value of `ENCRYPTION_KEY` config in either `backend/.env` or `platform-service/.env` file to a secure location.
 
-Adapter credentials are encrypted by the platform using this key. Its loss or change will make all existing adapters inaccessible!  
+Adapter credentials are encrypted by the platform using this key. Its loss or change will make all existing adapters inaccessible!
 
 ## 📊 A note on analytics
 
diff --git a/backend/.python-version b/backend/.python-version
index 1635d0f5a..f3fe474ae 100644
--- a/backend/.python-version
+++ b/backend/.python-version
@@ -1 +1 @@
-3.9.6
+3.12.9
diff --git a/backend/README.md b/backend/README.md
index 87e970ec5..700ff89ca 100644
--- a/backend/README.md
+++ b/backend/README.md
@@ -15,13 +15,13 @@ Contains the backend services for Unstract written with Django and DRF.
 
 All commands assumes that you have activated your `venv`.
 
-```bash
-# Create venv
-pdm venv create -w virtualenv --with-pip
-eval "$(pdm venv activate in-project)"
+Install UV: https://docs.astral.sh/uv/getting-started/installation/
 
-# Remove venv
-pdm venv remove in-project
+```bash
+# Create venv and install dependencies
+uv venv
+source .venv/bin/activate  # On Windows: .venv\Scripts\activate
+uv sync
 ```
 
 #### Installing dependencies
@@ -30,28 +30,20 @@ Go to service dir and install dependencies listed in corresponding `pyproject.to
 
 ```bash
 # Install dependencies
-pdm install
+uv sync
 
 # Install specific dev dependency group
-pdm install --dev -G lint
-
+uv sync --group dev
 # Install production dependencies only
-pdm install --prod --no-editable
+uv sync --group deploy
 ```
 
 #### Running scripts
 
-PDM allows you to run scripts applicable within the service dir.
-
-```bash
-# List the possible scripts that can be executed
-pdm run -l
-```
-
-For example to run the backend (dev mode is recommended to take advantage of gunicorn's `reload` feature)
+UV allows you to run python scripts applicable within the service dir.
 
 ```bash
-pdm run backend --dev
+uv run sample_script.py
 ```
 
 #### Running commands
@@ -68,16 +60,16 @@ DB_NAME='unstract_db'
 DB_PORT=5432
 ```
 
-- If you've made changes to the model, run `python manage.py makemigrations`, else ignore this step
+- If you've made changes to the model, run `uv run manage.py makemigrations`, else ignore this step
 - Run the following to apply any migrations to the DB and start the server
 
 ```bash
-python manage.py migrate
-python manage.py runserver localhost:8000
+uv run manage.py migrate
+uv run manage.py runserver localhost:8000
 ```
 
 - Server will start and run at port 8000. (<http://localhost:8000>)
-  
+
 ## Authentication
 
 The default username is `unstract` and the default password is `unstract`.
diff --git a/backend/account_usage/migrations/0001_initial.py b/backend/account_usage/migrations/0001_initial.py
index 11415be66..f727398f6 100644
--- a/backend/account_usage/migrations/0001_initial.py
+++ b/backend/account_usage/migrations/0001_initial.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = []
diff --git a/backend/account_usage/migrations/0002_alter_pageusage_pages_processed.py b/backend/account_usage/migrations/0002_alter_pageusage_pages_processed.py
index 5b7e795ce..4ffb6e143 100644
--- a/backend/account_usage/migrations/0002_alter_pageusage_pages_processed.py
+++ b/backend/account_usage/migrations/0002_alter_pageusage_pages_processed.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("account_usage", "0001_initial"),
     ]
diff --git a/backend/account_v2/authentication_controller.py b/backend/account_v2/authentication_controller.py
index 2cd621424..1a3c639dc 100644
--- a/backend/account_v2/authentication_controller.py
+++ b/backend/account_v2/authentication_controller.py
@@ -1,5 +1,21 @@
 import logging
-from typing import Any, Optional, Union
+from typing import Any
+
+from django.conf import settings
+from django.contrib.auth import logout as django_logout
+from django.db.utils import IntegrityError
+from django.middleware import csrf
+from django.shortcuts import redirect
+from logs_helper.log_service import LogService
+from rest_framework import status
+from rest_framework.request import Request
+from rest_framework.response import Response
+from tenant_account_v2.models import OrganizationMember as OrganizationMember
+from tenant_account_v2.organization_member_service import OrganizationMemberService
+from utils.cache_service import CacheService
+from utils.local_context import StateStore
+from utils.user_context import UserContext
+from utils.user_session import UserSessionUtils
 
 from account_v2.authentication_helper import AuthenticationHelper
 from account_v2.authentication_plugin_registry import AuthenticationPluginRegistry
@@ -33,32 +49,19 @@
     SetOrganizationsResponseSerializer,
 )
 from account_v2.user import UserService
-from django.conf import settings
-from django.contrib.auth import logout as django_logout
-from django.db.utils import IntegrityError
-from django.middleware import csrf
-from django.shortcuts import redirect
-from logs_helper.log_service import LogService
-from rest_framework import status
-from rest_framework.request import Request
-from rest_framework.response import Response
-from tenant_account_v2.models import OrganizationMember as OrganizationMember
-from tenant_account_v2.organization_member_service import OrganizationMemberService
-from utils.cache_service import CacheService
-from utils.local_context import StateStore
-from utils.user_context import UserContext
-from utils.user_session import UserSessionUtils
 
 logger = logging.getLogger(__name__)
 
 
 class AuthenticationController:
     """Authentication Controller This controller class manages user
-    authentication processes."""
+    authentication processes.
+    """
 
     def __init__(self) -> None:
         """This method initializes the controller by selecting the appropriate
-        authentication plugin based on availability."""
+        authentication plugin based on availability.
+        """
         self.authentication_helper = AuthenticationHelper()
         if AuthenticationPluginRegistry.is_plugin_available():
             self.auth_service: AuthenticationService = (
@@ -110,7 +113,6 @@ def user_organizations(self, request: Request) -> Any:
         Returns:
             list[OrganizationData]: _description_
         """
-
         try:
             organizations = self.auth_service.user_organizations(request)
         except Exception as ex:
@@ -165,9 +167,7 @@ def set_user_organization(self, request: Request, organization_id: str) -> Respo
         if organization_id and organization_id in organization_ids:
             # Set organization in user context
             UserContext.set_organization_identifier(organization_id)
-            organization = OrganizationService.get_organization_by_org_id(
-                organization_id
-            )
+            organization = OrganizationService.get_organization_by_org_id(organization_id)
             if not organization:
                 try:
                     organization_data: OrganizationData = (
@@ -206,7 +206,7 @@ def set_user_organization(self, request: Request, organization_id: str) -> Respo
                     f"New organization created with Id {organization_id}",
                 )
 
-            user_info: Optional[UserInfo] = self.get_user_info(request)
+            user_info: UserInfo | None = self.get_user_info(request)
             serialized_user_info = SetOrganizationsResponseSerializer(user_info).data
             organization_info = OrganizationSerializer(organization).data
             response: Response = Response(
@@ -232,7 +232,7 @@ def set_user_organization(self, request: Request, organization_id: str) -> Respo
             return response
         return Response(status=status.HTTP_403_FORBIDDEN)
 
-    def get_user_info(self, request: Request) -> Optional[UserInfo]:
+    def get_user_info(self, request: Request) -> UserInfo | None:
         return self.auth_service.get_user_info(request)
 
     def is_admin_by_role(self, role: str) -> bool:
@@ -247,7 +247,7 @@ def is_admin_by_role(self, role: str) -> bool:
         """
         return self.auth_service.is_admin_by_role(role=role)
 
-    def get_organization_info(self, org_id: str) -> Optional[Organization]:
+    def get_organization_info(self, org_id: str) -> Organization | None:
         organization = OrganizationService.get_organization_by_org_id(org_id=org_id)
         return organization
 
@@ -255,9 +255,9 @@ def make_organization_and_add_member(
         self,
         user_id: str,
         user_name: str,
-        organization_name: Optional[str] = None,
-        display_name: Optional[str] = None,
-    ) -> Optional[OrganizationData]:
+        organization_name: str | None = None,
+        display_name: str | None = None,
+    ) -> OrganizationData | None:
         return self.auth_service.make_organization_and_add_member(
             user_id, user_name, organization_name, display_name
         )
@@ -282,7 +282,7 @@ def user_logout(self, request: Request) -> Response:
         return response
 
     def get_organization_members_by_org_id(
-        self, organization_id: Optional[str] = None
+        self, organization_id: str | None = None
     ) -> list[OrganizationMember]:
         members: list[OrganizationMember] = OrganizationMemberService.get_members()
         return members
@@ -297,9 +297,7 @@ def get_organization_members_by_user(self, user: User) -> OrganizationMember:
         Returns:
             OrganizationMember: OrganizationMemberEntity
         """
-        member: OrganizationMember = OrganizationMemberService.get_user_by_id(
-            id=user.id
-        )
+        member: OrganizationMember = OrganizationMemberService.get_user_by_id(id=user.id)
         return member
 
     def get_user_roles(self) -> list[UserRoleData]:
@@ -320,7 +318,7 @@ def invite_user(
         self,
         admin: User,
         org_id: str,
-        user_list: list[dict[str, Union[str, None]]],
+        user_list: list[dict[str, str | None]],
     ) -> list[UserInviteResponse]:
         """Invites users to join an organization.
 
@@ -329,6 +327,7 @@ def invite_user(
             org_id (str): ID of the organization to which users are invited.
             user_list (list[dict[str, Union[str, None]]]):
                 List of user details for invitation.
+
         Returns:
             list[UserInviteResponse]: List of responses for each
                 user invitation.
@@ -397,7 +396,7 @@ def remove_users_from_organization(
 
     def add_user_role(
         self, admin: User, org_id: str, email: str, role: str
-    ) -> Optional[str]:
+    ) -> str | None:
         admin_user = OrganizationMemberService.get_user_by_id(id=admin.id)
         user = OrganizationMemberService.get_user_by_email(email=email)
         if user:
@@ -414,7 +413,7 @@ def add_user_role(
 
     def remove_user_role(
         self, admin: User, org_id: str, email: str, role: str
-    ) -> Optional[str]:
+    ) -> str | None:
         admin_user = OrganizationMemberService.get_user_by_id(id=admin.id)
         organization_member = OrganizationMemberService.get_user_by_email(email=email)
         if organization_member:
@@ -471,12 +470,10 @@ def create_tenant_user(
         except IntegrityError:
             logger.warning(f"Account already exists for {user.email}")
 
-    def get_or_create_user(
-        self, user: User
-    ) -> Optional[Union[User, OrganizationMember]]:
+    def get_or_create_user(self, user: User) -> User | OrganizationMember | None:
         user_service = UserService()
         if user.id:
-            account_user: Optional[User] = user_service.get_user_by_id(user.id)
+            account_user: User | None = user_service.get_user_by_id(user.id)
             if account_user:
                 return account_user
             elif user.email:
diff --git a/backend/account_v2/authentication_helper.py b/backend/account_v2/authentication_helper.py
index d99a424ab..5d8a2da10 100644
--- a/backend/account_v2/authentication_helper.py
+++ b/backend/account_v2/authentication_helper.py
@@ -1,11 +1,12 @@
 import logging
 from typing import Any
 
+from platform_settings_v2.platform_auth_service import PlatformAuthenticationService
+from tenant_account_v2.organization_member_service import OrganizationMemberService
+
 from account_v2.dto import MemberData
 from account_v2.models import Organization, User
 from account_v2.user import UserService
-from platform_settings_v2.platform_auth_service import PlatformAuthenticationService
-from tenant_account_v2.organization_member_service import OrganizationMemberService
 
 logger = logging.getLogger(__name__)
 
@@ -14,9 +15,7 @@ class AuthenticationHelper:
     def __init__(self) -> None:
         pass
 
-    def list_of_members_from_user_model(
-        self, model_data: list[Any]
-    ) -> list[MemberData]:
+    def list_of_members_from_user_model(self, model_data: list[Any]) -> list[MemberData]:
         members: list[MemberData] = []
         for data in model_data:
             user_id = data.user_id
@@ -49,9 +48,7 @@ def get_or_create_user_by_email(user_id: str, email: str) -> User:
             user = user_service.create_user(email, user_id)
         return user
 
-    def create_initial_platform_key(
-        self, user: User, organization: Organization
-    ) -> None:
+    def create_initial_platform_key(self, user: User, organization: Organization) -> None:
         """Create an initial platform key for the given user and organization.
 
         This method generates a new platform key with the specified parameters
@@ -109,7 +106,6 @@ def remove_user_from_organization_by_user_id(
         Parameters:
             user_id (str): The user_id of the users to remove.
         """
-
         organization_user = OrganizationMemberService.get_user_by_user_id(user_id)
         if not organization_user:
             logger.warning(
diff --git a/backend/account_v2/authentication_plugin_registry.py b/backend/account_v2/authentication_plugin_registry.py
index 4521af1cb..d87a9417e 100644
--- a/backend/account_v2/authentication_plugin_registry.py
+++ b/backend/account_v2/authentication_plugin_registry.py
@@ -3,15 +3,17 @@
 from importlib import import_module
 from typing import Any
 
-from account_v2.constants import PluginConfig
 from django.apps import apps
 
+from account_v2.constants import PluginConfig
+
 logger = logging.getLogger(__name__)
 
 
 def _load_plugins() -> dict[str, dict[str, Any]]:
     """Iterating through the Authentication plugins and register their
-    metadata."""
+    metadata.
+    """
     auth_app = apps.get_app_config(PluginConfig.PLUGINS_APP)
     auth_package_path = auth_app.module.__package__
     auth_dir = os.path.join(auth_app.path, PluginConfig.AUTH_PLUGIN_DIR)
diff --git a/backend/account_v2/authentication_service.py b/backend/account_v2/authentication_service.py
index 7f2f746cf..1645c548c 100644
--- a/backend/account_v2/authentication_service.py
+++ b/backend/account_v2/authentication_service.py
@@ -1,6 +1,17 @@
 import logging
 import uuid
-from typing import Any, Optional
+from typing import Any
+
+from django.conf import settings
+from django.contrib.auth import authenticate, login, logout
+from django.contrib.auth.hashers import make_password
+from django.http import HttpRequest
+from django.shortcuts import redirect, render
+from rest_framework.request import Request
+from rest_framework.response import Response
+from tenant_account_v2.models import OrganizationMember as OrganizationMember
+from tenant_account_v2.organization_member_service import OrganizationMemberService
+from utils.user_context import UserContext
 
 from account_v2.authentication_helper import AuthenticationHelper
 from account_v2.constants import DefaultOrg, ErrorMessage, UserLoginTemplate
@@ -18,16 +29,6 @@
 from account_v2.models import Organization, User
 from account_v2.organization import OrganizationService
 from account_v2.serializer import LoginRequestSerializer
-from django.conf import settings
-from django.contrib.auth import authenticate, login, logout
-from django.contrib.auth.hashers import make_password
-from django.http import HttpRequest
-from django.shortcuts import redirect, render
-from rest_framework.request import Request
-from rest_framework.response import Response
-from tenant_account_v2.models import OrganizationMember as OrganizationMember
-from tenant_account_v2.organization_member_service import OrganizationMemberService
-from utils.user_context import UserContext
 
 logger = logging.getLogger(__name__)
 
@@ -92,10 +93,7 @@ def authenticate_and_login(
                 False otherwise.
         """
         # Validation of user credentials
-        if (
-            username != DefaultOrg.MOCK_USER
-            or password != DefaultOrg.MOCK_USER_PASSWORD
-        ):
+        if username != DefaultOrg.MOCK_USER or password != DefaultOrg.MOCK_USER_PASSWORD:
             return False
 
         user = authenticate(request, username=username, password=password)
@@ -193,7 +191,7 @@ def add_to_organization(
         self,
         request: Request,
         user: User,
-        data: Optional[dict[str, Any]] = None,
+        data: dict[str, Any] | None = None,
     ) -> MemberData:
         member_data: MemberData = MemberData(
             user_id=user.user_id,
@@ -324,7 +322,7 @@ def _set_default_user(self) -> bool:
             logger.error(f"Failed to set default user: {str(e)}")
             return False
 
-    def _get_or_create_user(self, organization: Optional[Organization]) -> User:
+    def _get_or_create_user(self, organization: Organization | None) -> User:
         """Get existing user or create a new one based on organization context.
 
         Args:
@@ -365,7 +363,7 @@ def _get_or_create_organization_user(self) -> User:
 
         return self._create_mock_user()
 
-    def _get_admin_user(self) -> Optional[User]:
+    def _get_admin_user(self) -> User | None:
         """Get the first admin user from the organization.
 
         Returns:
@@ -376,7 +374,7 @@ def _get_admin_user(self) -> Optional[User]:
         )
         return admin_members[0].user if admin_members else None
 
-    def _promote_first_member_to_admin(self) -> Optional[OrganizationMember]:
+    def _promote_first_member_to_admin(self) -> OrganizationMember | None:
         """Promote the first organization member to admin role.
 
         Returns:
@@ -406,7 +404,7 @@ def _update_user_credentials(self, user: User) -> None:
         user.save()
         logger.info(f"Updated user {user} with username {DefaultOrg.MOCK_USER}")
 
-    def get_user_info(self, request: Request) -> Optional[UserInfo]:
+    def get_user_info(self, request: Request) -> UserInfo | None:
         user: User = request.user
         if user:
             return UserInfo(
@@ -419,16 +417,16 @@ def get_user_info(self, request: Request) -> Optional[UserInfo]:
         else:
             return None
 
-    def get_organization_info(self, org_id: str) -> Optional[Organization]:
+    def get_organization_info(self, org_id: str) -> Organization | None:
         return OrganizationService.get_organization_by_org_id(org_id=org_id)
 
     def make_organization_and_add_member(
         self,
         user_id: str,
         user_name: str,
-        organization_name: Optional[str] = None,
-        display_name: Optional[str] = None,
-    ) -> Optional[OrganizationData]:
+        organization_name: str | None = None,
+        display_name: str | None = None,
+    ) -> OrganizationData | None:
         organization: OrganizationData = OrganizationData(
             id=str(uuid.uuid4()),
             display_name=DefaultOrg.MOCK_ORG,
@@ -469,6 +467,6 @@ def invite_user(
         admin: OrganizationMember,
         org_id: str,
         email: str,
-        role: Optional[str] = None,
+        role: str | None = None,
     ) -> bool:
         raise MethodNotImplemented()
diff --git a/backend/account_v2/custom_auth_middleware.py b/backend/account_v2/custom_auth_middleware.py
index 2dac99495..3fc902bdb 100644
--- a/backend/account_v2/custom_auth_middleware.py
+++ b/backend/account_v2/custom_auth_middleware.py
@@ -1,12 +1,12 @@
-from account_v2.authentication_plugin_registry import AuthenticationPluginRegistry
-from account_v2.authentication_service import AuthenticationService
-from account_v2.constants import Common
 from django.conf import settings
 from django.http import HttpRequest, HttpResponse, JsonResponse
 from utils.constants import Account
 from utils.local_context import StateStore
 from utils.user_session import UserSessionUtils
 
+from account_v2.authentication_plugin_registry import AuthenticationPluginRegistry
+from account_v2.authentication_service import AuthenticationService
+from account_v2.constants import Common
 from backend.constants import RequestHeader
 
 
@@ -42,9 +42,7 @@ def __call__(self, request: HttpRequest) -> HttpResponse:
         if is_authenticated:
             organization_id = UserSessionUtils.get_organization_id(request=request)
             if request.organization_id and not organization_id:
-                return JsonResponse(
-                    {"message": "Organization access denied"}, status=403
-                )
+                return JsonResponse({"message": "Organization access denied"}, status=403)
             StateStore.set(Common.LOG_EVENTS_ID, request.session.session_key)
             StateStore.set(Account.ORGANIZATION_ID, organization_id)
             response = self.get_response(request)
diff --git a/backend/account_v2/custom_exceptions.py b/backend/account_v2/custom_exceptions.py
index bec24e16c..ae9e7da3c 100644
--- a/backend/account_v2/custom_exceptions.py
+++ b/backend/account_v2/custom_exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
@@ -18,7 +16,7 @@ class DuplicateData(APIException):
     status_code = 400
     default_detail = "Duplicate Data"
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
@@ -30,7 +28,7 @@ class TableNotExistError(APIException):
     status_code = 400
     default_detail = "Unknown Table"
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
@@ -42,7 +40,7 @@ class UserNotExistError(APIException):
     status_code = 400
     default_detail = "Unknown User"
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
diff --git a/backend/account_v2/dto.py b/backend/account_v2/dto.py
index 66cf6c1aa..c693fb6bd 100644
--- a/backend/account_v2/dto.py
+++ b/backend/account_v2/dto.py
@@ -1,15 +1,15 @@
 from dataclasses import dataclass
-from typing import Any, Optional
+from typing import Any
 
 
 @dataclass
 class MemberData:
     user_id: str
-    email: Optional[str] = None
-    name: Optional[str] = None
-    picture: Optional[str] = None
-    role: Optional[list[str]] = None
-    organization_id: Optional[str] = None
+    email: str | None = None
+    name: str | None = None
+    picture: str | None = None
+    role: list[str] | None = None
+    organization_id: str | None = None
 
 
 @dataclass
@@ -45,11 +45,11 @@ class OrganizationSignupResponse:
 class UserInfo:
     email: str
     user_id: str
-    id: Optional[str] = None
-    name: Optional[str] = None
-    display_name: Optional[str] = None
-    family_name: Optional[str] = None
-    picture: Optional[str] = None
+    id: str | None = None
+    name: str | None = None
+    display_name: str | None = None
+    family_name: str | None = None
+    picture: str | None = None
 
 
 @dataclass
@@ -97,14 +97,14 @@ class ResetUserPasswordDto:
 class UserInviteResponse:
     email: str
     status: str
-    message: Optional[str] = None
+    message: str | None = None
 
 
 @dataclass
 class UserRoleData:
     name: str
-    id: Optional[str] = None
-    description: Optional[str] = None
+    id: str | None = None
+    description: str | None = None
 
 
 @dataclass
@@ -123,8 +123,8 @@ class MemberInvitation:
     id: str
     email: str
     roles: list[str]
-    created_at: Optional[str] = None
-    expires_at: Optional[str] = None
+    created_at: str | None = None
+    expires_at: str | None = None
 
 
 @dataclass
diff --git a/backend/account_v2/migrations/0001_initial.py b/backend/account_v2/migrations/0001_initial.py
index 2394c9f59..ded5827f5 100644
--- a/backend/account_v2/migrations/0001_initial.py
+++ b/backend/account_v2/migrations/0001_initial.py
@@ -11,7 +11,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/account_v2/models.py b/backend/account_v2/models.py
index 495d2913f..8aaacd31c 100644
--- a/backend/account_v2/models.py
+++ b/backend/account_v2/models.py
@@ -18,9 +18,7 @@ class Organization(models.Model):
 
     name = models.CharField(max_length=NAME_SIZE)
     display_name = models.CharField(max_length=NAME_SIZE)
-    organization_id = models.CharField(
-        max_length=FieldLength.ORG_NAME_SIZE, unique=True
-    )
+    organization_id = models.CharField(max_length=FieldLength.ORG_NAME_SIZE, unique=True)
     created_by = models.ForeignKey(
         "User",
         on_delete=models.SET_NULL,
diff --git a/backend/account_v2/organization.py b/backend/account_v2/organization.py
index 9768c9f36..a8586924d 100644
--- a/backend/account_v2/organization.py
+++ b/backend/account_v2/organization.py
@@ -1,9 +1,9 @@
 import logging
-from typing import Optional
 
-from account_v2.models import Organization
 from django.db import IntegrityError
 
+from account_v2.models import Organization
+
 Logger = logging.getLogger(__name__)
 
 
@@ -12,7 +12,7 @@ def __init__(self):  # type: ignore
         pass
 
     @staticmethod
-    def get_organization_by_org_id(org_id: str) -> Optional[Organization]:
+    def get_organization_by_org_id(org_id: str) -> Organization | None:
         try:
             return Organization.objects.get(organization_id=org_id)  # type: ignore
         except Organization.DoesNotExist:
diff --git a/backend/account_v2/serializer.py b/backend/account_v2/serializer.py
index 95ebc3d07..78ffa1726 100644
--- a/backend/account_v2/serializer.py
+++ b/backend/account_v2/serializer.py
@@ -1,9 +1,9 @@
 import re
-from typing import Optional
 
-from account_v2.models import Organization, User
 from rest_framework import serializers
 
+from account_v2.models import Organization, User
+
 
 class OrganizationSignupSerializer(serializers.Serializer):
     name = serializers.CharField(required=True, max_length=150)
@@ -92,18 +92,20 @@ class LoginRequestSerializer(serializers.Serializer):
     username = serializers.CharField(required=True)
     password = serializers.CharField(required=True)
 
-    def validate_username(self, value: Optional[str]) -> str:
+    def validate_username(self, value: str | None) -> str:
         """Check that the username is not empty and has at least 3
-        characters."""
+        characters.
+        """
         if not value or len(value) < 3:
             raise serializers.ValidationError(
                 "Username must be at least 3 characters long."
             )
         return value
 
-    def validate_password(self, value: Optional[str]) -> str:
+    def validate_password(self, value: str | None) -> str:
         """Check that the password is not empty and has at least 3
-        characters."""
+        characters.
+        """
         if not value or len(value) < 3:
             raise serializers.ValidationError(
                 "Password must be at least 3 characters long."
diff --git a/backend/account_v2/urls.py b/backend/account_v2/urls.py
index 605ab2621..a17879266 100644
--- a/backend/account_v2/urls.py
+++ b/backend/account_v2/urls.py
@@ -1,3 +1,5 @@
+from django.urls import path
+
 from account_v2.views import (
     callback,
     create_organization,
@@ -8,7 +10,6 @@
     set_organization,
     signup,
 )
-from django.urls import path
 
 urlpatterns = [
     path("login", login, name="login"),
diff --git a/backend/account_v2/user.py b/backend/account_v2/user.py
index 7967521e9..1d2537e82 100644
--- a/backend/account_v2/user.py
+++ b/backend/account_v2/user.py
@@ -1,9 +1,10 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
-from account_v2.models import User
 from django.db import IntegrityError
 
+from account_v2.models import User
+
 Logger = logging.getLogger(__name__)
 
 
@@ -27,7 +28,7 @@ def update_user(self, user: User, user_id: str) -> User:
         user.save()
         return user
 
-    def get_user_by_email(self, email: str) -> Optional[User]:
+    def get_user_by_email(self, email: str) -> User | None:
         try:
             user: User = User.objects.get(email=email)
             return user
diff --git a/backend/account_v2/views.py b/backend/account_v2/views.py
index 731134901..9ef5a642d 100644
--- a/backend/account_v2/views.py
+++ b/backend/account_v2/views.py
@@ -1,6 +1,12 @@
 import logging
 from typing import Any
 
+from rest_framework import status
+from rest_framework.decorators import api_view
+from rest_framework.request import Request
+from rest_framework.response import Response
+from utils.user_session import UserSessionUtils
+
 from account_v2.authentication_controller import AuthenticationController
 from account_v2.dto import (
     OrganizationSignupRequestBody,
@@ -14,11 +20,6 @@
     OrganizationSignupSerializer,
     UserSessionResponseSerializer,
 )
-from rest_framework import status
-from rest_framework.decorators import api_view
-from rest_framework.request import Request
-from rest_framework.response import Response
-from utils.user_session import UserSessionUtils
 
 Logger = logging.getLogger(__name__)
 
@@ -76,6 +77,7 @@ def get_organizations(request: Request) -> Response:
     """get_organizations.
 
     Retrieve the list of organizations to which the user belongs.
+
     Args:
         request (HttpRequest): _description_
 
@@ -91,6 +93,7 @@ def set_organization(request: Request, id: str) -> Response:
     """set_organization.
 
     Set the current organization to use.
+
     Args:
         request (HttpRequest): _description_
         id (String): organization Id
@@ -98,7 +101,6 @@ def set_organization(request: Request, id: str) -> Response:
     Returns:
         Response: Contains the User and Current organization details.
     """
-
     auth_controller = AuthenticationController()
     return auth_controller.set_user_organization(request, id)
 
@@ -108,6 +110,7 @@ def get_session_data(request: Request) -> Response:
     """get_session_data.
 
     Retrieve the current session data.
+
     Args:
         request (HttpRequest): _description_
 
@@ -128,6 +131,7 @@ def make_session_response(
     """make_session_response.
 
     Make the current session data.
+
     Args:
         request (HttpRequest): _description_
 
diff --git a/backend/adapter_processor_v2/adapter_processor.py b/backend/adapter_processor_v2/adapter_processor.py
index 3120b985d..4209fc92b 100644
--- a/backend/adapter_processor_v2/adapter_processor.py
+++ b/backend/adapter_processor_v2/adapter_processor.py
@@ -1,19 +1,20 @@
 import json
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import User
+from cryptography.fernet import Fernet
+from django.conf import settings
+from django.core.exceptions import ObjectDoesNotExist
+from platform_settings_v2.platform_auth_service import PlatformAuthenticationService
+from tenant_account_v2.organization_member_service import OrganizationMemberService
+
 from adapter_processor_v2.constants import AdapterKeys, AllowedDomains
 from adapter_processor_v2.exceptions import (
     InternalServiceError,
     InValidAdapterId,
     TestAdapterError,
 )
-from cryptography.fernet import Fernet
-from django.conf import settings
-from django.core.exceptions import ObjectDoesNotExist
-from platform_settings_v2.platform_auth_service import PlatformAuthenticationService
-from tenant_account_v2.organization_member_service import OrganizationMemberService
 from unstract.sdk.adapters.adapterkit import Adapterkit
 from unstract.sdk.adapters.base import Adapter
 from unstract.sdk.adapters.enums import AdapterTypes
@@ -43,9 +44,7 @@ def get_json_schema(adapter_id: str) -> dict[str, Any]:
                 updated_adapters[0].get(AdapterKeys.JSON_SCHEMA)
             )
         else:
-            logger.error(
-                f"Invalid adapter Id : {adapter_id} while fetching JSON Schema"
-            )
+            logger.error(f"Invalid adapter Id : {adapter_id} while fetching JSON Schema")
             raise InValidAdapterId()
         return schema_details
 
@@ -72,9 +71,7 @@ def get_all_supported_adapters(user_email: str, type: str) -> list[dict[Any, Any
                     AdapterKeys.NAME: each_adapter.get(AdapterKeys.NAME),
                     AdapterKeys.DESCRIPTION: each_adapter.get(AdapterKeys.DESCRIPTION),
                     AdapterKeys.ICON: each_adapter.get(AdapterKeys.ICON),
-                    AdapterKeys.ADAPTER_TYPE: each_adapter.get(
-                        AdapterKeys.ADAPTER_TYPE
-                    ),
+                    AdapterKeys.ADAPTER_TYPE: each_adapter.get(AdapterKeys.ADAPTER_TYPE),
                 }
             )
         return supported_adapters
@@ -97,7 +94,6 @@ def test_adapter(adapter_id: str, adapter_metadata: dict[str, Any]) -> bool:
             adapter_class = Adapterkit().get_adapter_class_by_adapter_id(adapter_id)
 
             if adapter_metadata.pop(AdapterKeys.ADAPTER_TYPE) == AdapterKeys.X2TEXT:
-
                 if (
                     adapter_metadata.get(AdapterKeys.PLATFORM_PROVIDED_UNSTRACT_KEY)
                     and add_unstract_key
@@ -136,7 +132,8 @@ def update_adapter_metadata(adapter_metadata_b: Any) -> Any:
     @staticmethod
     def __fetch_adapters_by_key_value(key: str, value: Any) -> Adapter:
         """Fetches a list of adapters that have an attribute matching key and
-        value."""
+        value.
+        """
         logger.info(f"Fetching adapter list for {key} with {value}")
         adapter_kit = Adapterkit()
         adapters = adapter_kit.get_adapters_list()
@@ -172,10 +169,8 @@ def set_default_triad(default_triad: dict[str, str], user: User) -> None:
                 )
 
             if default_triad.get(AdapterKeys.X2TEXT_DEFAULT, None):
-                user_default_adapter.default_x2text_adapter = (
-                    AdapterInstance.objects.get(
-                        pk=default_triad[AdapterKeys.X2TEXT_DEFAULT]
-                    )
+                user_default_adapter.default_x2text_adapter = AdapterInstance.objects.get(
+                    pk=default_triad[AdapterKeys.X2TEXT_DEFAULT]
                 )
 
             user_default_adapter.save()
@@ -223,7 +218,6 @@ def get_adapters_by_type(
         - list[AdapterInstance]: A list of AdapterInstance objects that match
             the specified adapter type.
         """
-
         adapters: list[AdapterInstance] = AdapterInstance.objects.for_user(user).filter(
             adapter_type=adapter_type.value,
         )
@@ -232,8 +226,8 @@ def get_adapters_by_type(
     @staticmethod
     def get_adapter_by_name_and_type(
         adapter_type: AdapterTypes,
-        adapter_name: Optional[str] = None,
-    ) -> Optional[AdapterInstance]:
+        adapter_name: str | None = None,
+    ) -> AdapterInstance | None:
         """Get the adapter instance by its name and type.
 
         Parameters:
diff --git a/backend/adapter_processor_v2/exceptions.py b/backend/adapter_processor_v2/exceptions.py
index 471ea9fb5..af5d03b1a 100644
--- a/backend/adapter_processor_v2/exceptions.py
+++ b/backend/adapter_processor_v2/exceptions.py
@@ -1,7 +1,6 @@
-from typing import Optional
+from rest_framework.exceptions import APIException
 
 from adapter_processor_v2.constants import AdapterKeys
-from rest_framework.exceptions import APIException
 from unstract.sdk.exceptions import SdkError
 
 
@@ -39,9 +38,9 @@ class DuplicateAdapterNameError(APIException):
 
     def __init__(
         self,
-        name: Optional[str] = None,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
+        name: str | None = None,
+        detail: str | None = None,
+        code: str | None = None,
     ) -> None:
         if name:
             detail = self.default_detail.replace("this name", f"name '{name}'")
@@ -55,9 +54,9 @@ class TestAdapterError(APIException):
     def __init__(
         self,
         sdk_err: SdkError,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
-        adapter_name: Optional[str] = None,
+        detail: str | None = None,
+        code: str | None = None,
+        adapter_name: str | None = None,
     ):
         if sdk_err.status_code:
             self.status_code = sdk_err.status_code
@@ -77,8 +76,8 @@ class DeleteAdapterInUseError(APIException):
 
     def __init__(
         self,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
+        detail: str | None = None,
+        code: str | None = None,
         adapter_name: str = "adapter",
     ):
         if detail is None:
diff --git a/backend/adapter_processor_v2/migrations/0001_initial.py b/backend/adapter_processor_v2/migrations/0001_initial.py
index 7edc333f2..5bc05aa13 100644
--- a/backend/adapter_processor_v2/migrations/0001_initial.py
+++ b/backend/adapter_processor_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -92,9 +91,7 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "is_usable",
-                    models.BooleanField(
-                        db_comment="Is the Adpater Usable", default=True
-                    ),
+                    models.BooleanField(db_comment="Is the Adpater Usable", default=True),
                 ),
                 ("description", models.TextField(blank=True, default=None, null=True)),
                 (
diff --git a/backend/adapter_processor_v2/models.py b/backend/adapter_processor_v2/models.py
index 297aa7220..15f0c10ba 100644
--- a/backend/adapter_processor_v2/models.py
+++ b/backend/adapter_processor_v2/models.py
@@ -9,9 +9,6 @@
 from django.db import models
 from django.db.models import QuerySet
 from tenant_account_v2.models import OrganizationMember
-from unstract.sdk.adapters.adapterkit import Adapterkit
-from unstract.sdk.adapters.enums import AdapterTypes
-from unstract.sdk.adapters.exceptions import AdapterError
 from utils.exceptions import InvalidEncryptionKey
 from utils.models.base_model import BaseModel
 from utils.models.organization_mixin import (
@@ -19,6 +16,10 @@
     DefaultOrganizationMixin,
 )
 
+from unstract.sdk.adapters.adapterkit import Adapterkit
+from unstract.sdk.adapters.enums import AdapterTypes
+from unstract.sdk.adapters.exceptions import AdapterError
+
 logger = logging.getLogger(__name__)
 
 ADAPTER_NAME_SIZE = 128
@@ -132,7 +133,6 @@ class Meta:
         ]
 
     def create_adapter(self) -> None:
-
         encryption_secret: str = settings.ENCRYPTION_KEY
         f: Fernet = Fernet(encryption_secret.encode("utf-8"))
 
diff --git a/backend/adapter_processor_v2/serializers.py b/backend/adapter_processor_v2/serializers.py
index 69a0544a3..53cd9df0f 100644
--- a/backend/adapter_processor_v2/serializers.py
+++ b/backend/adapter_processor_v2/serializers.py
@@ -2,17 +2,17 @@
 from typing import Any
 
 from account_v2.serializer import UserSerializer
-from adapter_processor_v2.adapter_processor import AdapterProcessor
-from adapter_processor_v2.constants import AdapterKeys
 from cryptography.fernet import Fernet
 from django.conf import settings
 from rest_framework import serializers
 from rest_framework.serializers import ModelSerializer
-from unstract.sdk.adapters.constants import Common as common
-from unstract.sdk.adapters.enums import AdapterTypes
 
+from adapter_processor_v2.adapter_processor import AdapterProcessor
+from adapter_processor_v2.constants import AdapterKeys
 from backend.constants import FieldLengthConstants as FLC
 from backend.serializers import AuditSerializer
+from unstract.sdk.adapters.constants import Common as common
+from unstract.sdk.adapters.enums import AdapterTypes
 
 from .models import AdapterInstance, UserDefaultAdapter
 
@@ -31,12 +31,8 @@ class Meta:
 
 class DefaultAdapterSerializer(serializers.Serializer):
     llm_default = serializers.CharField(max_length=FLC.UUID_LENGTH, required=False)
-    embedding_default = serializers.CharField(
-        max_length=FLC.UUID_LENGTH, required=False
-    )
-    vector_db_default = serializers.CharField(
-        max_length=FLC.UUID_LENGTH, required=False
-    )
+    embedding_default = serializers.CharField(max_length=FLC.UUID_LENGTH, required=False)
+    vector_db_default = serializers.CharField(max_length=FLC.UUID_LENGTH, required=False)
 
 
 class AdapterInstanceSerializer(BaseAdapterSerializer):
@@ -51,9 +47,7 @@ def to_internal_value(self, data: dict[str, Any]) -> dict[str, Any]:
             f: Fernet = Fernet(encryption_secret.encode("utf-8"))
             json_string: str = json.dumps(data.pop(AdapterKeys.ADAPTER_METADATA))
 
-            data[AdapterKeys.ADAPTER_METADATA_B] = f.encrypt(
-                json_string.encode("utf-8")
-            )
+            data[AdapterKeys.ADAPTER_METADATA_B] = f.encrypt(json_string.encode("utf-8"))
 
         return data
 
@@ -79,7 +73,6 @@ def to_representation(self, instance: AdapterInstance) -> dict[str, str]:
 
 
 class AdapterInfoSerializer(BaseAdapterSerializer):
-
     context_window_size = serializers.SerializerMethodField()
 
     class Meta(BaseAdapterSerializer.Meta):
diff --git a/backend/adapter_processor_v2/urls.py b/backend/adapter_processor_v2/urls.py
index 741d3c3e1..8e12fb720 100644
--- a/backend/adapter_processor_v2/urls.py
+++ b/backend/adapter_processor_v2/urls.py
@@ -1,10 +1,11 @@
+from django.urls import path
+from rest_framework.urlpatterns import format_suffix_patterns
+
 from adapter_processor_v2.views import (
     AdapterInstanceViewSet,
     AdapterViewSet,
     DefaultAdapterViewSet,
 )
-from django.urls import path
-from rest_framework.urlpatterns import format_suffix_patterns
 
 default_triad = DefaultAdapterViewSet.as_view(
     {"post": "configure_default_triad", "get": "get_default_triad"}
diff --git a/backend/adapter_processor_v2/views.py b/backend/adapter_processor_v2/views.py
index e3c1ee482..b9bebd969 100644
--- a/backend/adapter_processor_v2/views.py
+++ b/backend/adapter_processor_v2/views.py
@@ -1,25 +1,7 @@
 import logging
 import uuid
-from typing import Any, Optional
+from typing import Any
 
-from adapter_processor_v2.adapter_processor import AdapterProcessor
-from adapter_processor_v2.constants import AdapterKeys
-from adapter_processor_v2.exceptions import (
-    CannotDeleteDefaultAdapter,
-    DeleteAdapterInUseError,
-    DuplicateAdapterNameError,
-    IdIsMandatory,
-    InValidType,
-)
-from adapter_processor_v2.serializers import (
-    AdapterInfoSerializer,
-    AdapterInstanceSerializer,
-    AdapterListSerializer,
-    DefaultAdapterSerializer,
-    SharedUserListSerializer,
-    TestAdapterSerializer,
-    UserDefaultAdapterSerializer,
-)
 from django.db import IntegrityError
 from django.db.models import ProtectedError, QuerySet
 from django.http import HttpRequest
@@ -40,6 +22,25 @@
 from tenant_account_v2.organization_member_service import OrganizationMemberService
 from utils.filtering import FilterHelper
 
+from adapter_processor_v2.adapter_processor import AdapterProcessor
+from adapter_processor_v2.constants import AdapterKeys
+from adapter_processor_v2.exceptions import (
+    CannotDeleteDefaultAdapter,
+    DeleteAdapterInUseError,
+    DuplicateAdapterNameError,
+    IdIsMandatory,
+    InValidType,
+)
+from adapter_processor_v2.serializers import (
+    AdapterInfoSerializer,
+    AdapterInstanceSerializer,
+    AdapterListSerializer,
+    DefaultAdapterSerializer,
+    SharedUserListSerializer,
+    TestAdapterSerializer,
+    UserDefaultAdapterSerializer,
+)
+
 from .constants import AdapterKeys as constant
 from .models import AdapterInstance, UserDefaultAdapter
 
@@ -130,11 +131,9 @@ def test(self, request: Request) -> Response:
 
 
 class AdapterInstanceViewSet(ModelViewSet):
-
     serializer_class = AdapterInstanceSerializer
 
     def get_permissions(self) -> list[Any]:
-
         if self.action in ["update", "retrieve"]:
             return [IsFrictionLessAdapter()]
 
@@ -148,7 +147,7 @@ def get_permissions(self) -> list[Any]:
         # User cant view/update metadata but can delete/share etc
         return [IsOwner()]
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         if filter_args := FilterHelper.build_filter_args(
             self.request,
             constant.ADAPTER_TYPE,
@@ -237,9 +236,7 @@ def create(self, request: Any) -> Response:
                 name=serializer.validated_data.get(AdapterKeys.ADAPTER_NAME)
             )
         headers = self.get_success_headers(serializer.data)
-        return Response(
-            serializer.data, status=status.HTTP_201_CREATED, headers=headers
-        )
+        return Response(serializer.data, status=status.HTTP_201_CREATED, headers=headers)
 
     def destroy(
         self, request: Request, *args: tuple[Any], **kwargs: dict[str, Any]
@@ -261,13 +258,11 @@ def destroy(
                 )
                 or (
                     adapter_type == AdapterKeys.EMBEDDING
-                    and adapter_instance
-                    == user_default_adapter.default_embedding_adapter
+                    and adapter_instance == user_default_adapter.default_embedding_adapter
                 )
                 or (
                     adapter_type == AdapterKeys.VECTOR_DB
-                    and adapter_instance
-                    == user_default_adapter.default_vector_db_adapter
+                    and adapter_instance == user_default_adapter.default_vector_db_adapter
                 )
                 or (
                     adapter_type == AdapterKeys.X2TEXT
@@ -337,7 +332,6 @@ def partial_update(
 
     @action(detail=True, methods=["get"])
     def list_of_shared_users(self, request: HttpRequest, pk: Any = None) -> Response:
-
         adapter = self.get_object()
 
         serialized_instances = SharedUserListSerializer(adapter).data
@@ -346,7 +340,6 @@ def list_of_shared_users(self, request: HttpRequest, pk: Any = None) -> Response
 
     @action(detail=True, methods=["get"])
     def adapter_info(self, request: HttpRequest, pk: uuid) -> Response:
-
         adapter = self.get_object()
 
         serialized_instances = AdapterInfoSerializer(adapter).data
diff --git a/backend/api_v2/api_deployment_dto_registry.py b/backend/api_v2/api_deployment_dto_registry.py
index 9c8e73b09..981a6520e 100644
--- a/backend/api_v2/api_deployment_dto_registry.py
+++ b/backend/api_v2/api_deployment_dto_registry.py
@@ -1,23 +1,24 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
-from api_v2.postman_collection.dto import PostmanCollection
 from plugins.api.dto import metadata
 
+from api_v2.postman_collection.dto import PostmanCollection
+
 logger = logging.getLogger(__name__)
 
 
 class ApiDeploymentDTORegistry:
-    _dto_class: Optional[Any] = None  # Store the selected DTO class (cached)
+    _dto_class: Any | None = None  # Store the selected DTO class (cached)
 
     @classmethod
-    def load_dto(cls) -> Optional[Any]:
+    def load_dto(cls) -> Any | None:
         class_name = PostmanCollection.__name__
         if metadata.get(class_name):
             return metadata[class_name].class_name
         return PostmanCollection  # Return as soon as we find a valid DTO
 
     @classmethod
-    def get_dto(cls) -> Optional[type]:
+    def get_dto(cls) -> type | None:
         """Returns the first available DTO class, or None if unavailable."""
         return cls.load_dto()
diff --git a/backend/api_v2/api_deployment_views.py b/backend/api_v2/api_deployment_views.py
index 92bf5ce69..4f42abeff 100644
--- a/backend/api_v2/api_deployment_views.py
+++ b/backend/api_v2/api_deployment_views.py
@@ -1,6 +1,18 @@
 import json
 import logging
-from typing import Any, Optional
+from typing import Any
+
+from django.conf import settings
+from django.db.models import QuerySet
+from django.http import HttpResponse
+from permissions.permission import IsOwner
+from rest_framework import serializers, status, views, viewsets
+from rest_framework.decorators import action
+from rest_framework.request import Request
+from rest_framework.response import Response
+from rest_framework.serializers import Serializer
+from utils.enums import CeleryTaskState
+from workflow_manager.workflow_v2.dto import ExecutionResponse
 
 from api_v2.api_deployment_dto_registry import ApiDeploymentDTORegistry
 from api_v2.constants import ApiExecution
@@ -14,25 +26,12 @@
     ExecutionQuerySerializer,
     ExecutionRequestSerializer,
 )
-from django.conf import settings
-from django.db.models import QuerySet
-from django.http import HttpResponse
-from permissions.permission import IsOwner
-from rest_framework import serializers, status, views, viewsets
-from rest_framework.decorators import action
-from rest_framework.request import Request
-from rest_framework.response import Response
-from rest_framework.serializers import Serializer
-from utils.enums import CeleryTaskState
-from workflow_manager.workflow_v2.dto import ExecutionResponse
 
 logger = logging.getLogger(__name__)
 
 
 class DeploymentExecution(views.APIView):
-    def initialize_request(
-        self, request: Request, *args: Any, **kwargs: Any
-    ) -> Request:
+    def initialize_request(self, request: Request, *args: Any, **kwargs: Any) -> Request:
         """To remove csrf request for public API.
 
         Args:
@@ -41,7 +40,7 @@ def initialize_request(
         Returns:
             Request: _description_
         """
-        setattr(request, "csrf_processing_done", True)
+        request.csrf_processing_done = True
         return super().initialize_request(request, *args, **kwargs)
 
     @DeploymentHelper.validate_api_key
@@ -85,9 +84,7 @@ def get(
         include_metrics = serializer.validated_data.get(ApiExecution.INCLUDE_METRICS)
 
         # Fetch execution status
-        response: ExecutionResponse = DeploymentHelper.get_execution_status(
-            execution_id
-        )
+        response: ExecutionResponse = DeploymentHelper.get_execution_status(execution_id)
         # Determine response status
         response_status = status.HTTP_422_UNPROCESSABLE_ENTITY
         if response.execution_status == CeleryTaskState.COMPLETED.value:
@@ -113,7 +110,7 @@ def get(
 class APIDeploymentViewSet(viewsets.ModelViewSet):
     permission_classes = [IsOwner]
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         return APIDeployment.objects.filter(created_by=self.request.user)
 
     def get_serializer_class(self) -> serializers.Serializer:
@@ -122,7 +119,7 @@ def get_serializer_class(self) -> serializers.Serializer:
         return APIDeploymentSerializer
 
     @action(detail=True, methods=["get"])
-    def fetch_one(self, request: Request, pk: Optional[str] = None) -> Response:
+    def fetch_one(self, request: Request, pk: str | None = None) -> Response:
         """Custom action to fetch a single instance."""
         instance = self.get_object()
         serializer = self.get_serializer(instance)
@@ -134,9 +131,7 @@ def create(
         serializer: Serializer = self.get_serializer(data=request.data)
         serializer.is_valid(raise_exception=True)
         self.perform_create(serializer)
-        api_key = DeploymentHelper.create_api_key(
-            serializer=serializer, request=request
-        )
+        api_key = DeploymentHelper.create_api_key(serializer=serializer, request=request)
         response_serializer = DeploymentResponseSerializer(
             {"api_key": api_key.api_key, **serializer.data}
         )
@@ -150,7 +145,7 @@ def create(
 
     @action(detail=True, methods=["get"])
     def download_postman_collection(
-        self, request: Request, pk: Optional[str] = None
+        self, request: Request, pk: str | None = None
     ) -> Response:
         """Downloads a Postman Collection of the API deployment instance."""
         instance = self.get_object()
diff --git a/backend/api_v2/api_key_validator.py b/backend/api_v2/api_key_validator.py
index 9a59bb8cb..921518a5a 100644
--- a/backend/api_v2/api_key_validator.py
+++ b/backend/api_v2/api_key_validator.py
@@ -2,9 +2,10 @@
 from functools import wraps
 from typing import Any
 
-from api_v2.exceptions import Forbidden
 from rest_framework.request import Request
 
+from api_v2.exceptions import Forbidden
+
 logger = logging.getLogger(__name__)
 
 
@@ -56,5 +57,6 @@ def validate_and_process(
         self: Any, request: Request, func: Any, api_key: str, *args: Any, **kwargs: Any
     ) -> Any:
         """Process and validate API key with specific logic required by
-        subclasses."""
+        subclasses.
+        """
         pass
diff --git a/backend/api_v2/api_key_views.py b/backend/api_v2/api_key_views.py
index a4f70d932..b77d98826 100644
--- a/backend/api_v2/api_key_views.py
+++ b/backend/api_v2/api_key_views.py
@@ -1,4 +1,9 @@
-from typing import Optional
+from pipeline_v2.exceptions import PipelineNotFound
+from pipeline_v2.pipeline_processor import PipelineProcessor
+from rest_framework import serializers, viewsets
+from rest_framework.decorators import action
+from rest_framework.request import Request
+from rest_framework.response import Response
 
 from api_v2.deployment_helper import DeploymentHelper
 from api_v2.exceptions import APINotFound, PathVariablesNotFound
@@ -6,12 +11,6 @@
 from api_v2.models import APIKey
 from api_v2.permission import IsOwnerOrOrganizationMember
 from api_v2.serializers import APIKeyListSerializer, APIKeySerializer
-from pipeline_v2.exceptions import PipelineNotFound
-from pipeline_v2.pipeline_processor import PipelineProcessor
-from rest_framework import serializers, viewsets
-from rest_framework.decorators import action
-from rest_framework.request import Request
-from rest_framework.response import Response
 
 
 class APIKeyViewSet(viewsets.ModelViewSet):
@@ -27,8 +26,8 @@ def get_serializer_class(self) -> serializers.Serializer:
     def api_keys(
         self,
         request: Request,
-        api_id: Optional[str] = None,
-        pipeline_id: Optional[str] = None,
+        api_id: str | None = None,
+        pipeline_id: str | None = None,
     ) -> Response:
         """Custom action to fetch api keys of an api deployment."""
         if api_id:
diff --git a/backend/api_v2/deployment_helper.py b/backend/api_v2/deployment_helper.py
index 50595224c..f6c6af62b 100644
--- a/backend/api_v2/deployment_helper.py
+++ b/backend/api_v2/deployment_helper.py
@@ -1,18 +1,7 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 from urllib.parse import urlencode
 
-from api_v2.api_key_validator import BaseAPIKeyValidator
-from api_v2.exceptions import (
-    ApiKeyCreateException,
-    APINotFound,
-    InactiveAPI,
-    InvalidAPIRequest,
-)
-from api_v2.key_helper import KeyHelper
-from api_v2.models import APIDeployment, APIKey
-from api_v2.serializers import APIExecutionResponseSerializer
-from api_v2.utils import APIDeploymentUtils
 from django.conf import settings
 from django.core.files.uploadedfile import UploadedFile
 from rest_framework.request import Request
@@ -29,6 +18,18 @@
 from workflow_manager.workflow_v2.models import Workflow, WorkflowExecution
 from workflow_manager.workflow_v2.workflow_helper import WorkflowHelper
 
+from api_v2.api_key_validator import BaseAPIKeyValidator
+from api_v2.exceptions import (
+    ApiKeyCreateException,
+    APINotFound,
+    InactiveAPI,
+    InvalidAPIRequest,
+)
+from api_v2.key_helper import KeyHelper
+from api_v2.models import APIDeployment, APIKey
+from api_v2.serializers import APIExecutionResponseSerializer
+from api_v2.utils import APIDeploymentUtils
+
 logger = logging.getLogger(__name__)
 
 
@@ -55,7 +56,7 @@ def validate_and_process(
         return func(self, request, *args, **kwargs)
 
     @staticmethod
-    def validate_api(api_deployment: Optional[APIDeployment], api_key: str) -> None:
+    def validate_api(api_deployment: APIDeployment | None, api_key: str) -> None:
         """Validating API and API key.
 
         Args:
@@ -75,11 +76,12 @@ def validate_api(api_deployment: Optional[APIDeployment], api_key: str) -> None:
     @staticmethod
     def validate_and_get_workflow(workflow_id: str) -> Workflow:
         """Validate that the specified workflow_id exists in the Workflow
-        model."""
+        model.
+        """
         return WorkflowHelper.get_workflow_by_id(workflow_id)
 
     @staticmethod
-    def get_api_by_id(api_id: str) -> Optional[APIDeployment]:
+    def get_api_by_id(api_id: str) -> APIDeployment | None:
         return APIDeploymentUtils.get_api_by_id(api_id=api_id)
 
     @staticmethod
@@ -102,7 +104,7 @@ def construct_status_endpoint(api_endpoint: str, execution_id: str) -> str:
     @staticmethod
     def get_deployment_by_api_name(
         api_name: str,
-    ) -> Optional[APIDeployment]:
+    ) -> APIDeployment | None:
         """Get and return the APIDeployment object by api_name."""
         try:
             api: APIDeployment = APIDeployment.objects.get(api_name=api_name)
diff --git a/backend/api_v2/exceptions.py b/backend/api_v2/exceptions.py
index f2e4c415e..8be009b7a 100644
--- a/backend/api_v2/exceptions.py
+++ b/backend/api_v2/exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
@@ -24,9 +22,7 @@ class ApiKeyCreateException(APIException):
 
 class Forbidden(APIException):
     status_code = 403
-    default_detail = (
-        "User is forbidden from performing this action. Please contact admin"
-    )
+    default_detail = "User is forbidden from performing this action. Please contact admin"
 
 
 class APINotFound(NotFoundException):
@@ -53,8 +49,8 @@ class NoActiveAPIKeyError(APIException):
 
     def __init__(
         self,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
+        detail: str | None = None,
+        code: str | None = None,
         deployment_name: str = "this deployment",
     ):
         if detail is None:
diff --git a/backend/api_v2/execution_urls.py b/backend/api_v2/execution_urls.py
index a8ca4feae..738340013 100644
--- a/backend/api_v2/execution_urls.py
+++ b/backend/api_v2/execution_urls.py
@@ -1,7 +1,8 @@
-from api_v2.api_deployment_views import DeploymentExecution
 from django.urls import re_path
 from rest_framework.urlpatterns import format_suffix_patterns
 
+from api_v2.api_deployment_views import DeploymentExecution
+
 execute = DeploymentExecution.as_view()
 
 
diff --git a/backend/api_v2/key_helper.py b/backend/api_v2/key_helper.py
index 22421ff86..b1c9244de 100644
--- a/backend/api_v2/key_helper.py
+++ b/backend/api_v2/key_helper.py
@@ -1,22 +1,20 @@
 import logging
-from typing import Union
 
-from api_v2.exceptions import UnauthorizedKey
-from api_v2.models import APIDeployment, APIKey
-from api_v2.serializers import APIKeySerializer
 from django.core.exceptions import ValidationError
 from pipeline_v2.models import Pipeline
 from rest_framework.request import Request
 from workflow_manager.workflow_v2.workflow_helper import WorkflowHelper
 
+from api_v2.exceptions import UnauthorizedKey
+from api_v2.models import APIDeployment, APIKey
+from api_v2.serializers import APIKeySerializer
+
 logger = logging.getLogger(__name__)
 
 
 class KeyHelper:
     @staticmethod
-    def validate_api_key(
-        api_key: str, instance: Union[APIDeployment, Pipeline]
-    ) -> None:
+    def validate_api_key(api_key: str, instance: APIDeployment | Pipeline) -> None:
         """Validate api key.
 
         Args:
@@ -44,7 +42,7 @@ def list_api_keys_of_pipeline(pipeline_instance: Pipeline) -> list[APIKey]:
         return api_keys
 
     @staticmethod
-    def has_access(api_key: APIKey, instance: Union[APIDeployment, Pipeline]) -> bool:
+    def has_access(api_key: APIKey, instance: APIDeployment | Pipeline) -> bool:
         """Check if the provided API key has access to the specified API
         instance.
 
@@ -66,15 +64,15 @@ def has_access(api_key: APIKey, instance: Union[APIDeployment, Pipeline]) -> boo
     @staticmethod
     def validate_workflow_exists(workflow_id: str) -> None:
         """Validate that the specified workflow_id exists in the Workflow
-        model."""
+        model.
+        """
         WorkflowHelper.get_workflow_by_id(workflow_id)
 
     @staticmethod
-    def create_api_key(
-        deployment: Union[APIDeployment, Pipeline], request: Request
-    ) -> APIKey:
+    def create_api_key(deployment: APIDeployment | Pipeline, request: Request) -> APIKey:
         """Create an APIKey entity using the data from the provided
-        APIDeployment or Pipeline instance."""
+        APIDeployment or Pipeline instance.
+        """
         api_key_serializer = APIKeySerializer(
             data=deployment.api_key_data,
             context={"deployment": deployment, "request": request},
diff --git a/backend/api_v2/migrations/0001_initial.py b/backend/api_v2/migrations/0001_initial.py
index 306c6dfc1..d596adc2e 100644
--- a/backend/api_v2/migrations/0001_initial.py
+++ b/backend/api_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/api_v2/models.py b/backend/api_v2/models.py
index c9a58eb8a..6c3455f50 100644
--- a/backend/api_v2/models.py
+++ b/backend/api_v2/models.py
@@ -2,7 +2,6 @@
 from typing import Any
 
 from account_v2.models import User
-from api_v2.constants import ApiExecution
 from django.db import models
 from pipeline_v2.models import Pipeline
 from utils.models.base_model import BaseModel
@@ -13,6 +12,8 @@
 from utils.user_context import UserContext
 from workflow_manager.workflow_v2.models.workflow import Workflow
 
+from api_v2.constants import ApiExecution
+
 API_NAME_MAX_LENGTH = 30
 DESCRIPTION_MAX_LENGTH = 255
 API_ENDPOINT_MAX_LENGTH = 255
diff --git a/backend/api_v2/notification.py b/backend/api_v2/notification.py
index 0267d098d..733084c63 100644
--- a/backend/api_v2/notification.py
+++ b/backend/api_v2/notification.py
@@ -1,18 +1,17 @@
 import logging
 
-from api_v2.models import APIDeployment
 from notification_v2.helper import NotificationHelper
 from notification_v2.models import Notification
 from pipeline_v2.dto import PipelineStatusPayload
 from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 
+from api_v2.models import APIDeployment
+
 logger = logging.getLogger(__name__)
 
 
 class APINotification:
-    def __init__(
-        self, api: APIDeployment, workflow_execution: WorkflowExecution
-    ) -> None:
+    def __init__(self, api: APIDeployment, workflow_execution: WorkflowExecution) -> None:
         self.notifications = Notification.objects.filter(api=api, is_active=True)
         self.api = api
         self.workflow_execution = workflow_execution
diff --git a/backend/api_v2/permission.py b/backend/api_v2/permission.py
index 691f8946b..3a71a9526 100644
--- a/backend/api_v2/permission.py
+++ b/backend/api_v2/permission.py
@@ -4,7 +4,8 @@
 
 class IsOwnerOrOrganizationMember(IsOwner):
     """Permission that grants access if the user is the owner or belongs to the
-    same organization."""
+    same organization.
+    """
 
     def has_object_permission(self, request, view, obj):
         # Check if the user is the owner via base class logic
diff --git a/backend/api_v2/postman_collection/constants.py b/backend/api_v2/postman_collection/constants.py
index 2374c478b..7bcbe988e 100644
--- a/backend/api_v2/postman_collection/constants.py
+++ b/backend/api_v2/postman_collection/constants.py
@@ -1,5 +1,7 @@
 class CollectionKey:
-    POSTMAN_COLLECTION_V210 = "https://schema.getpostman.com/json/collection/v2.1.0/collection.json"  # noqa: E501
+    POSTMAN_COLLECTION_V210 = (
+        "https://schema.getpostman.com/json/collection/v2.1.0/collection.json"  # noqa: E501
+    )
     EXECUTE_API_KEY = "Process document"
     EXECUTE_PIPELINE_API_KEY = "Process pipeline"
     STATUS_API_KEY = "Execution status"
diff --git a/backend/api_v2/postman_collection/dto.py b/backend/api_v2/postman_collection/dto.py
index 85d72b6f8..4d67b3738 100644
--- a/backend/api_v2/postman_collection/dto.py
+++ b/backend/api_v2/postman_collection/dto.py
@@ -1,15 +1,16 @@
 from abc import ABC, abstractmethod
 from dataclasses import asdict, dataclass, field
-from typing import Any, Optional, Union
+from typing import Any
 from urllib.parse import urlencode, urljoin
 
-from api_v2.constants import ApiExecution
-from api_v2.models import APIDeployment
-from api_v2.postman_collection.constants import CollectionKey
 from django.conf import settings
 from pipeline_v2.models import Pipeline
 from utils.request import HTTPMethod
 
+from api_v2.constants import ApiExecution
+from api_v2.models import APIDeployment
+from api_v2.postman_collection.constants import CollectionKey
+
 
 @dataclass
 class HeaderItem:
@@ -21,8 +22,8 @@ class HeaderItem:
 class FormDataItem:
     key: str
     type: str
-    src: Optional[str] = None
-    value: Optional[str] = None
+    src: str | None = None
+    value: str | None = None
 
     def __post_init__(self) -> None:
         if self.type == "file":
@@ -46,7 +47,7 @@ class RequestItem:
     method: HTTPMethod
     url: str
     header: list[HeaderItem]
-    body: Optional[BodyItem] = None
+    body: BodyItem | None = None
 
 
 @dataclass
@@ -63,7 +64,6 @@ class PostmanInfo:
 
 
 class APIBase(ABC):
-
     @abstractmethod
     def get_form_data_items(self) -> list[FormDataItem]:
         pass
@@ -189,7 +189,7 @@ class PostmanCollection:
     @classmethod
     def create(
         cls,
-        instance: Union[APIDeployment, Pipeline],
+        instance: APIDeployment | Pipeline,
         api_key: str = CollectionKey.AUTH_QUERY_PARAM_DEFAULT,
     ) -> "PostmanCollection":
         """Creates a PostmanCollection instance.
diff --git a/backend/api_v2/serializers.py b/backend/api_v2/serializers.py
index 611f4079f..9c8034da8 100644
--- a/backend/api_v2/serializers.py
+++ b/backend/api_v2/serializers.py
@@ -1,9 +1,7 @@
 import uuid
 from collections import OrderedDict
-from typing import Any, Union
+from typing import Any
 
-from api_v2.constants import ApiExecution
-from api_v2.models import APIDeployment, APIKey
 from django.core.validators import RegexValidator
 from pipeline_v2.models import Pipeline
 from rest_framework.serializers import (
@@ -22,6 +20,8 @@
 from workflow_manager.workflow_v2.exceptions import ExecutionDoesNotExistError
 from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 
+from api_v2.constants import ApiExecution
+from api_v2.models import APIDeployment, APIKey
 from backend.serializers import AuditSerializer
 
 
@@ -76,8 +76,9 @@ def validate(self, data):
 
     def to_representation(self, instance: APIKey) -> OrderedDict[str, Any]:
         """Override the to_representation method to include additional
-        context."""
-        deployment: Union[APIDeployment, Pipeline] = self.context.get("deployment")
+        context.
+        """
+        deployment: APIDeployment | Pipeline = self.context.get("deployment")
         representation: OrderedDict[str, Any] = super().to_representation(instance)
 
         if deployment:
@@ -89,9 +90,7 @@ def to_representation(self, instance: APIKey) -> OrderedDict[str, Any]:
             elif isinstance(deployment, Pipeline):
                 representation["api"] = None
                 representation["pipeline"] = deployment.id
-                representation["description"] = (
-                    f"API Key for {deployment.pipeline_name}"
-                )
+                representation["description"] = f"API Key for {deployment.pipeline_name}"
             else:
                 raise ValueError(
                     "Context must be an instance of APIDeployment or Pipeline"
diff --git a/backend/api_v2/urls.py b/backend/api_v2/urls.py
index b987b0754..5d34b234c 100644
--- a/backend/api_v2/urls.py
+++ b/backend/api_v2/urls.py
@@ -1,8 +1,9 @@
-from api_v2.api_deployment_views import APIDeploymentViewSet, DeploymentExecution
-from api_v2.api_key_views import APIKeyViewSet
 from django.urls import path
 from rest_framework.urlpatterns import format_suffix_patterns
 
+from api_v2.api_deployment_views import APIDeploymentViewSet, DeploymentExecution
+from api_v2.api_key_views import APIKeyViewSet
+
 deployment = APIDeploymentViewSet.as_view(
     {
         "get": APIDeploymentViewSet.list.__name__,
diff --git a/backend/api_v2/utils.py b/backend/api_v2/utils.py
index 396a81a72..9806afcb9 100644
--- a/backend/api_v2/utils.py
+++ b/backend/api_v2/utils.py
@@ -1,13 +1,12 @@
-from typing import Optional
+from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 
 from api_v2.models import APIDeployment
 from api_v2.notification import APINotification
-from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 
 
 class APIDeploymentUtils:
     @staticmethod
-    def get_api_by_id(api_id: str) -> Optional[APIDeployment]:
+    def get_api_by_id(api_id: str) -> APIDeployment | None:
         """Retrieves an APIDeployment instance by its unique ID.
 
         Args:
@@ -39,7 +38,5 @@ def send_notification(
         Returns:
             None
         """
-        api_notification = APINotification(
-            api=api, workflow_execution=workflow_execution
-        )
+        api_notification = APINotification(api=api, workflow_execution=workflow_execution)
         api_notification.send()
diff --git a/backend/backend/celery_service.py b/backend/backend/celery_service.py
index 37694cecf..d776cb893 100644
--- a/backend/backend/celery_service.py
+++ b/backend/backend/celery_service.py
@@ -32,9 +32,7 @@
 app.config_from_object("backend.celery_config.CeleryConfig")
 app.autodiscover_tasks()
 
-logger.debug(
-    f"Celery Configuration:\n" f"{pformat(app.conf.table(with_defaults=True))}"
-)
+logger.debug(f"Celery Configuration:\n {pformat(app.conf.table(with_defaults=True))}")
 
 # Define the queues to purge when the Celery broker is restarted.
 queues_to_purge = [ExecutionLogConstants.CELERY_QUEUE_NAME]
diff --git a/backend/backend/custom_db/base.py b/backend/backend/custom_db/base.py
index 5ff93aad9..bc61e47ff 100644
--- a/backend/backend/custom_db/base.py
+++ b/backend/backend/custom_db/base.py
@@ -10,7 +10,8 @@
 
 class DatabaseWrapper(PostgresDatabaseWrapper):
     """Custom DatabaseWrapper to manage PostgreSQL connections and set the
-    search path."""
+    search path.
+    """
 
     def get_new_connection(self, conn_params):
         """Establish a new database connection or reuse an existing one, and
@@ -45,8 +46,6 @@ def set_search_path(self, connection):
             )
             with connection.cursor() as cursor:
                 cursor.execute(f"SET search_path TO {settings.DB_SCHEMA}")
-            logger.debug(
-                f"Successfully set search_path for DB connection ID {conn_id}."
-            )
+            logger.debug(f"Successfully set search_path for DB connection ID {conn_id}.")
         finally:
             connection.autocommit = original_autocommit
diff --git a/backend/backend/exceptions.py b/backend/backend/exceptions.py
index 2e9986750..1461ba550 100644
--- a/backend/backend/exceptions.py
+++ b/backend/backend/exceptions.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 from rest_framework.exceptions import APIException
 from rest_framework.response import Response
@@ -12,8 +12,8 @@ class UnstractBaseException(APIException):
 
     def __init__(
         self,
-        detail: Optional[str] = None,
-        core_err: Optional[ConnectorBaseException] = None,
+        detail: str | None = None,
+        core_err: ConnectorBaseException | None = None,
         **kwargs: Any,
     ) -> None:
         if detail is None:
@@ -21,9 +21,7 @@ def __init__(
         if core_err and core_err.user_message:
             detail = core_err.user_message
         if detail and "Name or service not known" in str(detail):
-            detail = (
-                "Failed to establish a new connection: " "Name or service not known"
-            )
+            detail = "Failed to establish a new connection: " "Name or service not known"
         super().__init__(detail=detail, **kwargs)
         self._core_err = core_err
 
diff --git a/backend/backend/public_urls.py b/backend/backend/public_urls.py
index 26eaccb58..2ca815442 100644
--- a/backend/backend/public_urls.py
+++ b/backend/backend/public_urls.py
@@ -2,6 +2,7 @@
 
 The `urlpatterns` list routes URLs to views. For more information please see:
     https://docs.djangoproject.com/en/4.2/topics/http/urls/
+
 Examples:
 Function views
     1. Add an import:  from my_app import views
diff --git a/backend/backend/public_urls_v2.py b/backend/backend/public_urls_v2.py
index bc1eca2ac..7034e8614 100644
--- a/backend/backend/public_urls_v2.py
+++ b/backend/backend/public_urls_v2.py
@@ -2,6 +2,7 @@
 
 The `urlpatterns` list routes URLs to views. For more information please see:
     https://docs.djangoproject.com/en/4.2/topics/http/urls/
+
 Examples:
 Function views
     1. Add an import:  from my_app import views
diff --git a/backend/backend/settings/base.py b/backend/backend/settings/base.py
index 3625b217f..8f3b04693 100644
--- a/backend/backend/settings/base.py
+++ b/backend/backend/settings/base.py
@@ -11,7 +11,6 @@
 
 import os
 from pathlib import Path
-from typing import Optional
 
 from dotenv import find_dotenv, load_dotenv
 from utils.common_utils import CommonUtils
@@ -19,9 +18,7 @@
 missing_settings = []
 
 
-def get_required_setting(
-    setting_key: str, default: Optional[str] = None
-) -> Optional[str]:
+def get_required_setting(setting_key: str, default: str | None = None) -> str | None:
     """Get the value of an environment variable specified by the given key. Add
     missing keys to `missing_settings` so that exception can be raised at the
     end.
@@ -64,9 +61,7 @@ def get_required_setting(
 LANDING_URL = os.environ.get("LANDING_URL", "http://localhost:3000/landing")
 ERROR_URL = os.environ.get("ERROR_URL", "http://localhost:3000/error")
 
-DJANGO_APP_BACKEND_URL = os.environ.get(
-    "DJANGO_APP_BACKEND_URL", "http://localhost:8000"
-)
+DJANGO_APP_BACKEND_URL = os.environ.get("DJANGO_APP_BACKEND_URL", "http://localhost:8000")
 INTERNAL_SERVICE_API_KEY = os.environ.get("INTERNAL_SERVICE_API_KEY")
 
 GOOGLE_STORAGE_ACCESS_KEY_ID = os.environ.get("GOOGLE_STORAGE_ACCESS_KEY_ID")
@@ -481,7 +476,7 @@ def get_required_setting(
     "GOOGLE_OAUTH2_KEY",
     "GOOGLE_OAUTH2_SECRET",
 ]:
-    exec("SOCIAL_AUTH_{key} = os.environ.get('{key}')".format(key=key))
+    exec(f"SOCIAL_AUTH_{key} = os.environ.get('{key}')")
 
 SOCIAL_AUTH_PIPELINE = (
     # Checks if user is authenticated
@@ -520,6 +515,4 @@ def get_required_setting(
     )
     raise ValueError(ERROR_MESSAGE)
 
-ENABLE_HIGHLIGHT_API_DEPLOYMENT = os.environ.get(
-    "ENABLE_HIGHLIGHT_API_DEPLOYMENT", False
-)
+ENABLE_HIGHLIGHT_API_DEPLOYMENT = os.environ.get("ENABLE_HIGHLIGHT_API_DEPLOYMENT", False)
diff --git a/backend/backend/urls.py b/backend/backend/urls.py
index cbbb495d0..5241649ec 100644
--- a/backend/backend/urls.py
+++ b/backend/backend/urls.py
@@ -2,6 +2,7 @@
 
 The `urlpatterns` list routes URLs to views. For more information please see:
     https://docs.djangoproject.com/en/4.2/topics/http/urls/
+
 Examples:
 Function views
     1. Add an import:  from my_app import views
diff --git a/backend/backend/urls_v2.py b/backend/backend/urls_v2.py
index cc5c25920..988183abf 100644
--- a/backend/backend/urls_v2.py
+++ b/backend/backend/urls_v2.py
@@ -2,6 +2,7 @@
 
 The `urlpatterns` list routes URLs to views. For more information please see:
     https://docs.djangoproject.com/en/4.2/topics/http/urls/
+
 Examples:
 Function views
     1. Add an import:  from my_app import views
diff --git a/backend/commands/management/commands/drop_schema.py b/backend/commands/management/commands/drop_schema.py
index cd83bdc1a..3aa5147d6 100644
--- a/backend/commands/management/commands/drop_schema.py
+++ b/backend/commands/management/commands/drop_schema.py
@@ -16,9 +16,7 @@ def add_arguments(self, parser):
         parser.add_argument(
             "--schema",
             type=str,
-            help=(
-                "Optional schema name to drop. Overrides env 'DB_SCHEMA' if specified"
-            ),
+            help=("Optional schema name to drop. Overrides env 'DB_SCHEMA' if specified"),
         )
 
     def handle(self, *args, **kwargs):
diff --git a/backend/connector_auth_v2/exceptions.py b/backend/connector_auth_v2/exceptions.py
index 603bcc8d9..460e41913 100644
--- a/backend/connector_auth_v2/exceptions.py
+++ b/backend/connector_auth_v2/exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
@@ -19,8 +17,8 @@ class MissingParamException(APIException):
 
     def __init__(
         self,
-        code: Optional[str] = None,
-        param: Optional[str] = None,
+        code: str | None = None,
+        param: str | None = None,
     ) -> None:
         detail = f"Bad request, missing parameter: {param}"
         super().__init__(detail, code)
diff --git a/backend/connector_auth_v2/migrations/0001_initial.py b/backend/connector_auth_v2/migrations/0001_initial.py
index 26f9a0969..291cd542b 100644
--- a/backend/connector_auth_v2/migrations/0001_initial.py
+++ b/backend/connector_auth_v2/migrations/0001_initial.py
@@ -9,7 +9,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/connector_auth_v2/models.py b/backend/connector_auth_v2/models.py
index 762f6605f..cd36e75cc 100644
--- a/backend/connector_auth_v2/models.py
+++ b/backend/connector_auth_v2/models.py
@@ -3,8 +3,6 @@
 from typing import Any
 
 from account_v2.models import User
-from connector_auth_v2.constants import SocialAuthConstants
-from connector_auth_v2.pipeline.google import GoogleAuthHelper
 from django.db import models
 from django.db.models.query import QuerySet
 from rest_framework.request import Request
@@ -12,6 +10,9 @@
 from social_django.models import AbstractUserSocialAuth, DjangoStorage
 from social_django.strategy import DjangoStrategy
 
+from connector_auth_v2.constants import SocialAuthConstants
+from connector_auth_v2.pipeline.google import GoogleAuthHelper
+
 logger = logging.getLogger(__name__)
 
 
@@ -63,7 +64,8 @@ def set_extra_data(self, extra_data=None):  # type: ignore
 
     def refresh_token(self, strategy, *args, **kwargs):  # type: ignore
         """Override of Python Social Auth (PSA)'s refresh_token functionality
-        to store uid, provider."""
+        to store uid, provider.
+        """
         token = self.extra_data.get("refresh_token") or self.extra_data.get(
             "access_token"
         )
diff --git a/backend/connector_auth_v2/pipeline/common.py b/backend/connector_auth_v2/pipeline/common.py
index b6c4861c9..a6fe91f76 100644
--- a/backend/connector_auth_v2/pipeline/common.py
+++ b/backend/connector_auth_v2/pipeline/common.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import User
 from connector_auth_v2.constants import ConnectorAuthKey, SocialAuthConstants
@@ -68,7 +68,7 @@ class ConnectorAuthHelper:
     @staticmethod
     def get_oauth_creds_from_cache(
         cache_key: str, delete_key: bool = True
-    ) -> Optional[dict[str, str]]:
+    ) -> dict[str, str] | None:
         """Retrieves oauth credentials from the cache.
 
         Args:
@@ -84,7 +84,8 @@ def get_oauth_creds_from_cache(
 
     @staticmethod
     def get_or_create_connector_auth(
-        oauth_credentials: dict[str, str], user: User = None  # type: ignore
+        oauth_credentials: dict[str, str],
+        user: User = None,  # type: ignore
     ) -> ConnectorAuth:
         """Gets or creates a ConnectorAuth object.
 
diff --git a/backend/connector_auth_v2/views.py b/backend/connector_auth_v2/views.py
index 1cc2022bf..96d5a8103 100644
--- a/backend/connector_auth_v2/views.py
+++ b/backend/connector_auth_v2/views.py
@@ -1,8 +1,6 @@
 import logging
 import uuid
 
-from connector_auth_v2.constants import SocialAuthConstants
-from connector_auth_v2.exceptions import KeyNotConfigured
 from django.conf import settings
 from rest_framework import status, viewsets
 from rest_framework.request import Request
@@ -10,6 +8,9 @@
 from rest_framework.versioning import URLPathVersioning
 from utils.user_session import UserSessionUtils
 
+from connector_auth_v2.constants import SocialAuthConstants
+from connector_auth_v2.exceptions import KeyNotConfigured
+
 logger = logging.getLogger(__name__)
 
 
diff --git a/backend/connector_processor/connector_processor.py b/backend/connector_processor/connector_processor.py
index 1dac1e326..c621956f7 100644
--- a/backend/connector_processor/connector_processor.py
+++ b/backend/connector_processor/connector_processor.py
@@ -1,10 +1,13 @@
 # mypy: ignore-errors
 import json
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from connector_auth_v2.constants import ConnectorAuthKey
 from connector_auth_v2.pipeline.common import ConnectorAuthHelper
+from connector_v2.constants import ConnectorInstanceKey as CIKey
+
+from backend.exceptions import UnstractFSException
 from connector_processor.constants import ConnectorKeys
 from connector_processor.exceptions import (
     InValidConnectorId,
@@ -12,9 +15,6 @@
     OAuthTimeOut,
     TestConnectorInputError,
 )
-from connector_v2.constants import ConnectorInstanceKey as CIKey
-
-from backend.exceptions import UnstractFSException
 from unstract.connectors.base import UnstractConnector
 from unstract.connectors.connectorkit import Connectorkit
 from unstract.connectors.enums import ConnectorMode
@@ -25,10 +25,11 @@
 
 
 def fetch_connectors_by_key_value(
-    key: str, value: Any, connector_mode: Optional[ConnectorMode] = None
+    key: str, value: Any, connector_mode: ConnectorMode | None = None
 ) -> list[UnstractConnector]:
     """Fetches a list of connectors that have an attribute matching key and
-    value."""
+    value.
+    """
     logger.info(f"Fetching connector list for {key} with {value}")
     connector_kit = Connectorkit()
     connectors = connector_kit.get_connectors_list(mode=connector_mode)
@@ -42,9 +43,7 @@ def get_json_schema(connector_id: str) -> dict:
         schema_details: dict = {}
         if connector_id == UnstractCloudStorage.get_id():
             return schema_details
-        updated_connectors = fetch_connectors_by_key_value(
-            ConnectorKeys.ID, connector_id
-        )
+        updated_connectors = fetch_connectors_by_key_value(ConnectorKeys.ID, connector_id)
         if len(updated_connectors) == 0:
             logger.error(
                 f"Invalid connector Id : {connector_id} "
@@ -70,7 +69,7 @@ def get_json_schema(connector_id: str) -> dict:
 
     @staticmethod
     def get_all_supported_connectors(
-        type: str, connector_mode: Optional[ConnectorMode] = None
+        type: str, connector_mode: ConnectorMode | None = None
     ) -> list[dict]:
         """Function to return list of all supported connectors except PCS."""
         supported_connectors = []
@@ -119,9 +118,7 @@ def test_connectors(connector_id: str, credentials: dict[str, Any]) -> bool:
                 raise OAuthTimeOut()
 
         try:
-            connector_impl = Connectorkit().get_connector_by_id(
-                connector_id, credentials
-            )
+            connector_impl = Connectorkit().get_connector_by_id(connector_id, credentials)
             test_result = connector_impl.test_credentials()
             logger.info(f"{connector_id} test result: {test_result}")
             return test_result
diff --git a/backend/connector_processor/urls.py b/backend/connector_processor/urls.py
index 790cff1ea..a2c67f54a 100644
--- a/backend/connector_processor/urls.py
+++ b/backend/connector_processor/urls.py
@@ -1,6 +1,7 @@
-from connector_processor.views import ConnectorViewSet
 from django.urls import path
 
+from connector_processor.views import ConnectorViewSet
+
 from . import views
 
 connector_test = ConnectorViewSet.as_view({"post": "test"})
diff --git a/backend/connector_processor/views.py b/backend/connector_processor/views.py
index 7afd70849..4a9509db5 100644
--- a/backend/connector_processor/views.py
+++ b/backend/connector_processor/views.py
@@ -1,7 +1,3 @@
-from connector_processor.connector_processor import ConnectorProcessor
-from connector_processor.constants import ConnectorKeys
-from connector_processor.exceptions import IdIsMandatory, InValidType
-from connector_processor.serializers import TestConnectorSerializer
 from connector_v2.constants import ConnectorInstanceKey as CIKey
 from django.http.request import HttpRequest
 from django.http.response import HttpResponse
@@ -13,6 +9,11 @@
 from rest_framework.versioning import URLPathVersioning
 from rest_framework.viewsets import GenericViewSet
 
+from connector_processor.connector_processor import ConnectorProcessor
+from connector_processor.constants import ConnectorKeys
+from connector_processor.exceptions import IdIsMandatory, InValidType
+from connector_processor.serializers import TestConnectorSerializer
+
 
 @api_view(("GET",))
 def get_connector_schema(request: HttpRequest) -> HttpResponse:
diff --git a/backend/connector_v2/connector_instance_helper.py b/backend/connector_v2/connector_instance_helper.py
index 101cc4805..2c77e9aae 100644
--- a/backend/connector_v2/connector_instance_helper.py
+++ b/backend/connector_v2/connector_instance_helper.py
@@ -1,14 +1,14 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import User
-from connector_v2.constants import ConnectorInstanceConstant
-from connector_v2.models import ConnectorInstance
-from connector_v2.unstract_account import UnstractAccount
 from django.conf import settings
 from utils.user_context import UserContext
 from workflow_manager.workflow_v2.models.workflow import Workflow
 
+from connector_v2.constants import ConnectorInstanceConstant
+from connector_v2.models import ConnectorInstance
+from connector_v2.unstract_account import UnstractAccount
 from unstract.connectors.filesystems.ucs import UnstractCloudStorage
 from unstract.connectors.filesystems.ucs.constants import UCSKey
 
@@ -78,9 +78,9 @@ def create_default_gcs_connector(workflow: Workflow, user: User) -> None:
     def get_connector_instances_by_workflow(
         workflow_id: str,
         connector_type: tuple[str, str],
-        connector_mode: Optional[tuple[int, str]] = None,
-        values: Optional[list[str]] = None,
-        connector_name: Optional[str] = None,
+        connector_mode: tuple[int, str] | None = None,
+        values: list[str] | None = None,
+        connector_name: str | None = None,
     ) -> list[ConnectorInstance]:
         """Method to get connector instances by workflow.
 
@@ -121,9 +121,9 @@ def get_connector_instances_by_workflow(
     def get_connector_instance_by_workflow(
         workflow_id: str,
         connector_type: tuple[str, str],
-        connector_mode: Optional[tuple[int, str]] = None,
-        connector_name: Optional[str] = None,
-    ) -> Optional[ConnectorInstance]:
+        connector_mode: tuple[int, str] | None = None,
+        connector_name: str | None = None,
+    ) -> ConnectorInstance | None:
         """Get one connector instance.
 
             Use this method if the connector instance is unique for \
@@ -162,7 +162,7 @@ def get_connector_instance_by_workflow(
     def get_input_connector_instance_by_name_for_workflow(
         workflow_id: str,
         connector_name: str,
-    ) -> Optional[ConnectorInstance]:
+    ) -> ConnectorInstance | None:
         """Method to get Input connector instance name from the workflow.
 
         Args:
@@ -182,7 +182,7 @@ def get_input_connector_instance_by_name_for_workflow(
     def get_output_connector_instance_by_name_for_workflow(
         workflow_id: str,
         connector_name: str,
-    ) -> Optional[ConnectorInstance]:
+    ) -> ConnectorInstance | None:
         """Method to get output connector name by Workflow.
 
         Args:
@@ -232,7 +232,7 @@ def get_output_connector_instances_by_workflow(
 
     @staticmethod
     def get_file_system_input_connector_instances_by_workflow(
-        workflow_id: str, values: Optional[list[str]] = None
+        workflow_id: str, values: list[str] | None = None
     ) -> list[ConnectorInstance]:
         """Method  to fetch file system connector by workflow.
 
@@ -252,7 +252,7 @@ def get_file_system_input_connector_instances_by_workflow(
 
     @staticmethod
     def get_file_system_output_connector_instances_by_workflow(
-        workflow_id: str, values: Optional[list[str]] = None
+        workflow_id: str, values: list[str] | None = None
     ) -> list[ConnectorInstance]:
         """Method to get file system output connector by workflow.
 
@@ -272,7 +272,7 @@ def get_file_system_output_connector_instances_by_workflow(
 
     @staticmethod
     def get_database_input_connector_instances_by_workflow(
-        workflow_id: str, values: Optional[list[str]] = None
+        workflow_id: str, values: list[str] | None = None
     ) -> list[ConnectorInstance]:
         """Method to fetch input database connectors by workflow.
 
@@ -292,7 +292,7 @@ def get_database_input_connector_instances_by_workflow(
 
     @staticmethod
     def get_database_output_connector_instances_by_workflow(
-        workflow_id: str, values: Optional[list[str]] = None
+        workflow_id: str, values: list[str] | None = None
     ) -> list[ConnectorInstance]:
         """Method to fetch output database connectors by workflow.
 
diff --git a/backend/connector_v2/constants.py b/backend/connector_v2/constants.py
index a02512720..884df445a 100644
--- a/backend/connector_v2/constants.py
+++ b/backend/connector_v2/constants.py
@@ -6,9 +6,7 @@ class ConnectorInstanceKey:
     CONNECTOR_VERSION = "connector_version"
     CONNECTOR_AUTH = "connector_auth"
     CONNECTOR_METADATA = "connector_metadata"
-    CONNECTOR_EXISTS = (
-        "Connector with this configuration already exists in this project."
-    )
+    CONNECTOR_EXISTS = "Connector with this configuration already exists in this project."
     DUPLICATE_API = "It appears that a duplicate call may have been made."
 
 
diff --git a/backend/connector_v2/migrations/0001_initial.py b/backend/connector_v2/migrations/0001_initial.py
index 89db7ba28..1427ce871 100644
--- a/backend/connector_v2/migrations/0001_initial.py
+++ b/backend/connector_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -39,9 +38,7 @@ class Migration(migrations.Migration):
                 ("connector_version", models.CharField(default="", max_length=64)),
                 (
                     "connector_type",
-                    models.CharField(
-                        choices=[("INPUT", "Input"), ("OUTPUT", "Output")]
-                    ),
+                    models.CharField(choices=[("INPUT", "Input"), ("OUTPUT", "Output")]),
                 ),
                 (
                     "connector_mode",
diff --git a/backend/connector_v2/models.py b/backend/connector_v2/models.py
index b2613ba73..bca57c34e 100644
--- a/backend/connector_v2/models.py
+++ b/backend/connector_v2/models.py
@@ -87,7 +87,8 @@ class ConnectorMode(models.IntegerChoices):
     # TODO: Remove if unused
     def get_connector_metadata(self) -> dict[str, str]:
         """Gets connector metadata and refreshes the tokens if needed in case
-        of OAuth."""
+        of OAuth.
+        """
         tokens_refreshed = False
         if self.connector_auth:
             (
diff --git a/backend/connector_v2/serializers.py b/backend/connector_v2/serializers.py
index 3dd8f9419..2d274c190 100644
--- a/backend/connector_v2/serializers.py
+++ b/backend/connector_v2/serializers.py
@@ -1,19 +1,19 @@
 import json
 import logging
 from collections import OrderedDict
-from typing import Any, Optional
+from typing import Any
 
 from connector_auth_v2.models import ConnectorAuth
 from connector_auth_v2.pipeline.common import ConnectorAuthHelper
 from connector_processor.connector_processor import ConnectorProcessor
 from connector_processor.constants import ConnectorKeys
 from connector_processor.exceptions import OAuthTimeOut
-from connector_v2.constants import ConnectorInstanceKey as CIKey
 from cryptography.fernet import Fernet
 from django.conf import settings
 from utils.serializer_utils import SerializerUtils
 
 from backend.serializers import AuditSerializer
+from connector_v2.constants import ConnectorInstanceKey as CIKey
 from unstract.connectors.filesystems.ucs import UnstractCloudStorage
 
 from .models import ConnectorInstance
@@ -41,7 +41,7 @@ def validate_connector_metadata(self, value: dict[Any]) -> dict[Any]:
     def save(self, **kwargs):  # type: ignore
         user = self.context.get("request").user or None
         connector_id: str = kwargs[CIKey.CONNECTOR_ID]
-        connector_oauth: Optional[ConnectorAuth] = None
+        connector_oauth: ConnectorAuth | None = None
         if (
             ConnectorInstance.supportsOAuth(connector_id=connector_id)
             and CIKey.CONNECTOR_METADATA in kwargs
diff --git a/backend/connector_v2/tests/connector_tests.py b/backend/connector_v2/tests/connector_tests.py
index f3e81d72f..2f7960de6 100644
--- a/backend/connector_v2/tests/connector_tests.py
+++ b/backend/connector_v2/tests/connector_tests.py
@@ -12,7 +12,6 @@
 class TestConnector(APITestCase):
     def test_connector_list(self) -> None:
         """Tests to List the connectors."""
-
         url = reverse("connectors_v1-list")
         response = self.client.get(url)
 
@@ -20,7 +19,6 @@ def test_connector_list(self) -> None:
 
     def test_connectors_detail(self) -> None:
         """Tests to fetch a connector with given pk."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         response = self.client.get(url)
 
@@ -28,7 +26,6 @@ def test_connectors_detail(self) -> None:
 
     def test_connectors_detail_not_found(self) -> None:
         """Tests for negative case to fetch non exiting key."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 768})
         response = self.client.get(url)
 
@@ -36,7 +33,6 @@ def test_connectors_detail_not_found(self) -> None:
 
     def test_connectors_create(self) -> None:
         """Tests to create a new ConnectorInstance."""
-
         url = reverse("connectors_v1-list")
         data = {
             "org": 1,
@@ -57,8 +53,8 @@ def test_connectors_create(self) -> None:
 
     def test_connectors_create_with_json_list(self) -> None:
         """Tests to create a new connector with list included in the json
-        field."""
-
+        field.
+        """
         url = reverse("connectors_v1-list")
         data = {
             "org": 1,
@@ -80,7 +76,6 @@ def test_connectors_create_with_json_list(self) -> None:
 
     def test_connectors_create_with_nested_json(self) -> None:
         """Tests to create a new connector with json field as nested json."""
-
         url = reverse("connectors_v1-list")
         data = {
             "org": 1,
@@ -102,7 +97,6 @@ def test_connectors_create_with_nested_json(self) -> None:
 
     def test_connectors_create_bad_request(self) -> None:
         """Tests for negative case to throw error on a wrong access."""
-
         url = reverse("connectors_v1-list")
         data = {
             "org": 5,
@@ -123,7 +117,6 @@ def test_connectors_create_bad_request(self) -> None:
 
     def test_connectors_update_json_field(self) -> None:
         """Tests to update connector with json field update."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 1,
@@ -144,7 +137,6 @@ def test_connectors_update_json_field(self) -> None:
 
     def test_connectors_update(self) -> None:
         """Tests to update connector update single field."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 1,
@@ -166,7 +158,6 @@ def test_connectors_update(self) -> None:
 
     def test_connectors_update_pk(self) -> None:
         """Tests the PUT method for 400 error."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 2,
@@ -187,7 +178,6 @@ def test_connectors_update_pk(self) -> None:
 
     def test_connectors_update_json_fields(self) -> None:
         """Tests to update ConnectorInstance."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 1,
@@ -203,16 +193,13 @@ def test_connectors_update_json_fields(self) -> None:
             },
         }
         response = self.client.put(url, data, format="json")
-        nested_value = response.data["connector_metadata"]["sample_metadata_json"][
-            "key1"
-        ]
+        nested_value = response.data["connector_metadata"]["sample_metadata_json"]["key1"]
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(nested_value, "value1")
 
     def test_connectors_update_json_list_fields(self) -> None:
         """Tests to update connector to the third second level of json."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 1,
@@ -229,9 +216,7 @@ def test_connectors_update_json_list_fields(self) -> None:
             },
         }
         response = self.client.put(url, data, format="json")
-        nested_value = response.data["connector_metadata"]["sample_metadata_json"][
-            "key1"
-        ]
+        nested_value = response.data["connector_metadata"]["sample_metadata_json"]["key1"]
         nested_list = response.data["connector_metadata"]["file_list"]
         last_val = nested_list.pop()
 
@@ -287,7 +272,6 @@ def test_connectors_update_json_list_fields(self) -> None:
 
     def test_connectors_update_field(self) -> None:
         """Tests the PATCH method."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {"connector_id": "e3a4512m-efgb-48d5-98a9-3983ntest"}
         response = self.client.patch(url, data, format="json")
@@ -301,7 +285,6 @@ def test_connectors_update_field(self) -> None:
 
     def test_connectors_update_json_field_patch(self) -> None:
         """Tests the PATCH method."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         data = {
             "connector_metadata": {
@@ -322,7 +305,6 @@ def test_connectors_update_json_field_patch(self) -> None:
 
     def test_connectors_delete(self) -> None:
         """Tests the DELETE method."""
-
         url = reverse("connectors_v1-detail", kwargs={"pk": 1})
         response = self.client.delete(url, format="json")
         self.assertEqual(response.status_code, status.HTTP_204_NO_CONTENT)
diff --git a/backend/connector_v2/views.py b/backend/connector_v2/views.py
index 4431bfcfa..393732cce 100644
--- a/backend/connector_v2/views.py
+++ b/backend/connector_v2/views.py
@@ -1,12 +1,11 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.custom_exceptions import DuplicateData
 from connector_auth_v2.constants import ConnectorAuthKey
 from connector_auth_v2.exceptions import CacheMissException, MissingParamException
 from connector_auth_v2.pipeline.common import ConnectorAuthHelper
 from connector_processor.exceptions import OAuthTimeOut
-from connector_v2.constants import ConnectorInstanceKey as CIKey
 from django.db import IntegrityError
 from django.db.models import QuerySet
 from rest_framework import status, viewsets
@@ -15,6 +14,7 @@
 from utils.filtering import FilterHelper
 
 from backend.constants import RequestKey
+from connector_v2.constants import ConnectorInstanceKey as CIKey
 
 from .models import ConnectorInstance
 from .serializers import ConnectorInstanceSerializer
@@ -26,7 +26,7 @@ class ConnectorInstanceViewSet(viewsets.ModelViewSet):
     versioning_class = URLPathVersioning
     serializer_class = ConnectorInstanceSerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filter_args = FilterHelper.build_filter_args(
             self.request,
             RequestKey.WORKFLOW,
@@ -40,7 +40,7 @@ def get_queryset(self) -> Optional[QuerySet]:
             queryset = ConnectorInstance.objects.all()
         return queryset
 
-    def _get_connector_metadata(self, connector_id: str) -> Optional[dict[str, str]]:
+    def _get_connector_metadata(self, connector_id: str) -> dict[str, str] | None:
         """Gets connector metadata for the ConnectorInstance.
 
         For non oauth based - obtains from request
@@ -118,6 +118,4 @@ def create(self, request: Any) -> Response:
                     {CIKey.DUPLICATE_API}"
             )
         headers = self.get_success_headers(serializer.data)
-        return Response(
-            serializer.data, status=status.HTTP_201_CREATED, headers=headers
-        )
+        return Response(serializer.data, status=status.HTTP_201_CREATED, headers=headers)
diff --git a/backend/feature_flag/urls.py b/backend/feature_flag/urls.py
index 3952e27f9..9b61627e8 100644
--- a/backend/feature_flag/urls.py
+++ b/backend/feature_flag/urls.py
@@ -4,9 +4,10 @@
 """
 
 from django.urls import path
-from feature_flag.views import FeatureFlagViewSet
 from rest_framework.urlpatterns import format_suffix_patterns
 
+from feature_flag.views import FeatureFlagViewSet
+
 feature_flags_list = FeatureFlagViewSet.as_view(
     {
         "post": "evaluate",
diff --git a/backend/feature_flag/views.py b/backend/feature_flag/views.py
index 634582c74..712d00a45 100644
--- a/backend/feature_flag/views.py
+++ b/backend/feature_flag/views.py
@@ -1,15 +1,15 @@
-"""
-    Feature Flag view file
+"""Feature Flag view file
 Returns:
     evaluate response
 """
 
 import logging
 
-from feature_flag.helper import FeatureFlagHelper
 from rest_framework import status, viewsets
 from rest_framework.response import Response
 
+from feature_flag.helper import FeatureFlagHelper
+
 logger = logging.getLogger(__name__)
 
 
diff --git a/backend/file_management/exceptions.py b/backend/file_management/exceptions.py
index b8cfb4700..75f45ed30 100644
--- a/backend/file_management/exceptions.py
+++ b/backend/file_management/exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 from backend.exceptions import UnstractBaseException
@@ -69,7 +67,7 @@ class ValidationError(APIException):
     status_code = 400
     default_detail = "Validation Error"
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
@@ -81,7 +79,7 @@ class FileDeletionFailed(APIException):
     status_code = 400
     default_detail = "Unable to delete file."
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
diff --git a/backend/file_management/file_management_dto.py b/backend/file_management/file_management_dto.py
index a5cf585b7..931aef8de 100644
--- a/backend/file_management/file_management_dto.py
+++ b/backend/file_management/file_management_dto.py
@@ -1,7 +1,7 @@
 import os
 from dataclasses import dataclass
 from datetime import datetime
-from typing import Any, Optional, Union
+from typing import Any
 
 from file_management.constants import FileInformationKey
 
@@ -10,12 +10,12 @@
 class FileInformation:
     name: str
     type: str
-    modified_at: Optional[datetime]
-    content_type: Optional[str]
+    modified_at: datetime | None
+    content_type: str | None
     size: int
 
     def __init__(
-        self, file_info: dict[str, Any], file_content_type: Optional[str] = None
+        self, file_info: dict[str, Any], file_content_type: str | None = None
     ) -> None:
         self.name = os.path.normpath(file_info[FileInformationKey.FILE_NAME])
         self.type = file_info[FileInformationKey.FILE_TYPE]
@@ -27,7 +27,7 @@ def __init__(
         self.size = file_info[FileInformationKey.FILE_SIZE]
 
     @staticmethod
-    def parse_datetime(dt_string: Optional[Union[str, datetime]]) -> Optional[datetime]:
+    def parse_datetime(dt_string: str | datetime | None) -> datetime | None:
         if isinstance(dt_string, str):
             return datetime.strptime(dt_string, "%Y-%m-%dT%H:%M:%S.%f%z")
         return dt_string
diff --git a/backend/file_management/file_management_helper.py b/backend/file_management/file_management_helper.py
index c30138f35..cd6ab2d61 100644
--- a/backend/file_management/file_management_helper.py
+++ b/backend/file_management/file_management_helper.py
@@ -10,6 +10,9 @@
 from deprecated import deprecated
 from django.conf import settings
 from django.http import StreamingHttpResponse
+from fsspec import AbstractFileSystem
+from pydrive2.files import ApiRequestError
+
 from file_management.exceptions import (
     ConnectorApiRequestError,
     ConnectorClassNotFound,
@@ -22,9 +25,6 @@
     TenantDirCreationError,
 )
 from file_management.file_management_dto import FileInformation
-from fsspec import AbstractFileSystem
-from pydrive2.files import ApiRequestError
-
 from unstract.connectors.filesystems import connectors as fs_connectors
 from unstract.connectors.filesystems.unstract_file_system import UnstractFileSystem
 
@@ -32,7 +32,6 @@
 
 
 class FileManagerHelper:
-
     @staticmethod
     def get_file_system(connector: ConnectorInstance) -> UnstractFileSystem:
         """Creates the `UnstractFileSystem` for the corresponding connector."""
@@ -70,7 +69,8 @@ def list_files(file_system: UnstractFileSystem, path: str) -> list[FileInformati
     @staticmethod
     def get_files(fs: AbstractFileSystem, file_path: str) -> list[FileInformation]:
         """Iterate through the directories and make a list of
-        FileInformation."""
+        FileInformation.
+        """
         if not file_path.endswith("/"):
             file_path += "/"
 
diff --git a/backend/file_management/serializer.py b/backend/file_management/serializer.py
index e18679185..4d2890230 100644
--- a/backend/file_management/serializer.py
+++ b/backend/file_management/serializer.py
@@ -1,7 +1,8 @@
-from file_management.constants import FileInformationKey
 from rest_framework import serializers
 from utils.FileValidator import FileValidator
 
+from file_management.constants import FileInformationKey
+
 
 class FileInfoSerializer(serializers.Serializer):
     name = serializers.CharField()
diff --git a/backend/file_management/views.py b/backend/file_management/views.py
index e608ad89b..b2875d425 100644
--- a/backend/file_management/views.py
+++ b/backend/file_management/views.py
@@ -3,6 +3,14 @@
 
 from connector_v2.models import ConnectorInstance
 from django.http import HttpRequest
+from oauth2client.client import HttpAccessTokenRefreshError
+from prompt_studio.prompt_studio_document_manager_v2.models import DocumentManager
+from rest_framework import serializers, status, viewsets
+from rest_framework.decorators import action
+from rest_framework.response import Response
+from rest_framework.versioning import URLPathVersioning
+from utils.user_session import UserSessionUtils
+
 from file_management.exceptions import (
     ConnectorInstanceNotFound,
     ConnectorOAuthError,
@@ -15,14 +23,6 @@
     FileListRequestSerializer,
     FileUploadSerializer,
 )
-from oauth2client.client import HttpAccessTokenRefreshError
-from prompt_studio.prompt_studio_document_manager_v2.models import DocumentManager
-from rest_framework import serializers, status, viewsets
-from rest_framework.decorators import action
-from rest_framework.response import Response
-from rest_framework.versioning import URLPathVersioning
-from utils.user_session import UserSessionUtils
-
 from unstract.connectors.exceptions import ConnectorError
 from unstract.connectors.filesystems.local_storage.local_storage import LocalStorageFS
 
@@ -96,9 +96,7 @@ def upload(self, request: HttpRequest) -> Response:
 
         for uploaded_file in uploaded_files:
             file_name = uploaded_file.name
-            logger.info(
-                f"Uploading file: {file_name}" if file_name else "Uploading file"
-            )
+            logger.info(f"Uploading file: {file_name}" if file_name else "Uploading file")
             FileManagerHelper.upload_file(file_system, path, uploaded_file, file_name)
         return Response({"message": "Files are uploaded successfully!"})
 
diff --git a/backend/health/urls.py b/backend/health/urls.py
index 7e4143c84..7f177a516 100644
--- a/backend/health/urls.py
+++ b/backend/health/urls.py
@@ -3,6 +3,4 @@
 
 from .views import health_check
 
-urlpatterns = format_suffix_patterns(
-    [path("health", health_check, name="health-check")]
-)
+urlpatterns = format_suffix_patterns([path("health", health_check, name="health-check")])
diff --git a/backend/logs_helper/log_service.py b/backend/logs_helper/log_service.py
index 61a4bc797..9268f5e7d 100644
--- a/backend/logs_helper/log_service.py
+++ b/backend/logs_helper/log_service.py
@@ -4,7 +4,6 @@
 class LogService:
     @staticmethod
     def remove_logs_on_logout(session_id: str) -> None:
-
         if session_id:
             key_pattern = f"{LogService.generate_redis_key(session_id=session_id)}*"
 
diff --git a/backend/logs_helper/views.py b/backend/logs_helper/views.py
index b85de8a38..9e34b7e3e 100644
--- a/backend/logs_helper/views.py
+++ b/backend/logs_helper/views.py
@@ -1,6 +1,6 @@
 import json
 import logging
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 
 from django.conf import settings
 from django.http import HttpRequest
@@ -57,11 +57,9 @@ def store_log(self, request: HttpRequest) -> Response:
         # Extract the log message from the validated data
         log: str = serializer.validated_data.get("log")
         log_data = json.loads(log)
-        timestamp = datetime.now(timezone.utc).timestamp()
+        timestamp = datetime.now(UTC).timestamp()
 
-        redis_key = (
-            f"{LogService.generate_redis_key(session_id=session_id)}:{timestamp}"
-        )
+        redis_key = f"{LogService.generate_redis_key(session_id=session_id)}:{timestamp}"
 
         CacheService.set_key(redis_key, log_data, logs_expiry)
 
diff --git a/backend/manage.py b/backend/manage.py
index c5d2f5890..6482fc1e4 100755
--- a/backend/manage.py
+++ b/backend/manage.py
@@ -1,6 +1,7 @@
 #!/usr/bin/env python
 
 """Django's command-line utility for administrative tasks."""
+
 import os
 import sys
 
diff --git a/backend/middleware/exception.py b/backend/middleware/exception.py
index 580daa4d1..e31559ab7 100644
--- a/backend/middleware/exception.py
+++ b/backend/middleware/exception.py
@@ -1,7 +1,7 @@
 import json
 import logging
 import traceback
-from typing import Any, Optional
+from typing import Any
 
 from django.conf import settings
 from django.http import HttpRequest, HttpResponse
@@ -13,7 +13,7 @@
 
 
 # Set via settings.REST_FRAMEWORK.EXCEPTION_HANDLER.
-def drf_logging_exc_handler(exc: Exception, context: Any) -> Optional[Response]:
+def drf_logging_exc_handler(exc: Exception, context: Any) -> Response | None:
     """Custom exception handler for DRF.
 
     DRF's exception handler takes care of Http404, PermissionDenied and
@@ -31,7 +31,7 @@ def drf_logging_exc_handler(exc: Exception, context: Any) -> Optional[Response]:
             handled by another method in the middleware
     """
     request = context.get("request")
-    response: Optional[Response] = exception_handler(exc=exc, context=context)
+    response: Response | None = exception_handler(exc=exc, context=context)
     ExceptionLoggingMiddleware.format_exc_and_log(
         request=request, response=response, exception=exc
     )
@@ -54,7 +54,7 @@ def __call__(self, request: HttpRequest) -> HttpResponse:
 
     def process_exception(
         self, request: HttpRequest, exception: Exception
-    ) -> Optional[HttpResponse]:
+    ) -> HttpResponse | None:
         """Django hook to handle exceptions by a middleware.
 
         Args:
@@ -78,7 +78,7 @@ def process_exception(
 
     @staticmethod
     def format_exc_and_log(
-        request: Request, exception: Exception, response: Optional[Response] = None
+        request: Request, exception: Exception, response: Response | None = None
     ) -> None:
         """Format the exception to be logged and logs it.
 
@@ -90,18 +90,7 @@ def format_exc_and_log(
         if response:
             status_code = response.status_code
         if status_code >= 500:
-            message = "{method} {url} {status}\n\n{error}\n\n````{tb}````".format(
-                method=request.method,
-                url=request.build_absolute_uri(),
-                status=status_code,
-                error=repr(exception),
-                tb=traceback.format_exc(),
-            )
+            message = f"{request.method} {request.build_absolute_uri()} {status_code}\n\n{repr(exception)}\n\n````{traceback.format_exc()}````"
         else:
-            message = "{method} {url} {status} {error}".format(
-                method=request.method,
-                url=request.build_absolute_uri(),
-                status=status_code,
-                error=repr(exception),
-            )
+            message = f"{request.method} {request.build_absolute_uri()} {status_code} {repr(exception)}"
         logger.error(message)
diff --git a/backend/middleware/request_id.py b/backend/middleware/request_id.py
index 1dc427775..c7d0bdb82 100644
--- a/backend/middleware/request_id.py
+++ b/backend/middleware/request_id.py
@@ -4,6 +4,5 @@
 
 
 class CustomRequestIDMiddleware(RequestIDMiddleware):
-
     def _generate_id(self):
         return str(uuid.uuid4())
diff --git a/backend/migrating/v2/management/commands/migrate_to_v2.py b/backend/migrating/v2/management/commands/migrate_to_v2.py
index 9eb59ce55..1b8d5a8bc 100644
--- a/backend/migrating/v2/management/commands/migrate_to_v2.py
+++ b/backend/migrating/v2/management/commands/migrate_to_v2.py
@@ -4,7 +4,7 @@
 import time
 from collections.abc import Generator
 from contextlib import contextmanager
-from typing import Any, Optional
+from typing import Any
 
 import psycopg2
 from django.conf import settings
@@ -111,9 +111,7 @@ def _record_migration(self, migration_name):
             )
             conn.commit()
 
-    def _fetch_schema_names(
-        self, schemas_to_migrate: list[str]
-    ) -> list[tuple[int, str]]:
+    def _fetch_schema_names(self, schemas_to_migrate: list[str]) -> list[tuple[int, str]]:
         """Fetches schema names and their IDs from the destination database
         based on the provided schema list. Supports fetching all schemas if
         '_ALL_' is specified.
@@ -126,7 +124,6 @@ def _fetch_schema_names(
             list[tuple[int, str]]: A list of tuples containing the ID and schema name.
         """
         with self._db_connect_and_cursor(self.dest_db_config) as (conn, cur):
-
             # Process schemas_to_migrate: trim spaces and remove empty entries
             schemas_to_migrate = [
                 schema.strip() for schema in schemas_to_migrate if schema.strip()
@@ -153,7 +150,7 @@ def _prepare_row_and_migrate_relations(
         dest_cursor: cursor,
         column_names: list[str],
         column_transformations: dict[str, dict[str, Any]],
-    ) -> Optional[tuple[Any, ...]]:
+    ) -> tuple[Any, ...] | None:
         """Prepares and migrates the relational keys of a single row from the
         source database to the destination database, updating specific column
         values based on provided transformations.
@@ -209,7 +206,8 @@ def _convert_lists_to_json(
         column_names: list[str],
     ) -> tuple[Any, ...]:
         """Convert specified field in the row to JSON format if it is a
-        list."""
+        list.
+        """
         if key not in column_names:
             return row
 
@@ -328,10 +326,12 @@ def _bump_auto_increment_id(
 
         This method retrieves the maximum ID value from the specified table
         and sets the next auto-increment value for the table accordingly.
+
         Args:
             dest_cursor (cursor): The cursor for the destination database.
             dest_table (str): The name of the table to adjust.
             dest_conn (connection): The connection to the destination database.
+
         Returns:
             None
         """
@@ -367,8 +367,7 @@ def _bump_auto_increment_id(
 
             if max_id is None:
                 logger.info(
-                    f"Table '{dest_table}' is empty. No need to adjust "
-                    "auto-increment."
+                    f"Table '{dest_table}' is empty. No need to adjust " "auto-increment."
                 )
                 return
 
@@ -386,7 +385,7 @@ def _bump_auto_increment_id(
             raise
 
     def migrate(
-        self, migrations: list[dict[str, str]], organization_id: Optional[str] = None
+        self, migrations: list[dict[str, str]], organization_id: str | None = None
     ) -> None:
         self._create_tracking_table_if_not_exists()
 
@@ -397,7 +396,6 @@ def migrate(
                 dest_cursor,
             ),
         ):
-
             for migration in migrations:
                 migration_name = migration["name"]
                 logger.info(f"Migration '{migration_name}' started")
@@ -504,9 +502,7 @@ def handle(self, *args, **options):
             schemas_to_migrate = schemas_to_migrate.split(",")
 
         # Organization Data (Schema)
-        schema_names = migrator._fetch_schema_names(
-            schemas_to_migrate=schemas_to_migrate
-        )
+        schema_names = migrator._fetch_schema_names(schemas_to_migrate=schemas_to_migrate)
 
         for organization_id, schema_name in schema_names:
             if schema_name == "public":
diff --git a/backend/migrating/v2/query.py b/backend/migrating/v2/query.py
index c8aa0087c..7e0fc64a4 100644
--- a/backend/migrating/v2/query.py
+++ b/backend/migrating/v2/query.py
@@ -1,6 +1,7 @@
 class MigrationQuery:
     """This class contains methods to generate SQL queries for various
-    migration operations."""
+    migration operations.
+    """
 
     def __init__(self, v2_schema) -> None:
         self.v2_schema = v2_schema
@@ -253,8 +254,8 @@ def get_public_schema_migrations(self) -> list[dict[str, str]]:
     def get_organization_migrations(
         self, schema: str, organization_id: str
     ) -> list[dict[str, str]]:
-        """
-        Returns a list of dictionaries containing the organization migration details.
+        """Returns a list of dictionaries containing the organization migration details.
+
         Args:
             schema (str): The name of the schema for the organization.
             organization_id (str): The ID of the organization.
diff --git a/backend/notification_v2/helper.py b/backend/notification_v2/helper.py
index 3074143c8..a454b9d82 100644
--- a/backend/notification_v2/helper.py
+++ b/backend/notification_v2/helper.py
@@ -26,7 +26,7 @@ def send_notification(cls, notifications: list[Notification], payload: Any) -> N
             payload (Any): The data to be sent with the notification. This can be any
                 format expected by the provider
 
-            Returns:
+        Returns:
                 None
         """
         for notification in notifications:
diff --git a/backend/notification_v2/migrations/0001_initial.py b/backend/notification_v2/migrations/0001_initial.py
index abe592b8d..f2f211825 100644
--- a/backend/notification_v2/migrations/0001_initial.py
+++ b/backend/notification_v2/migrations/0001_initial.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/notification_v2/provider/notification_provider.py b/backend/notification_v2/provider/notification_provider.py
index 39ef2d959..10492aaf3 100644
--- a/backend/notification_v2/provider/notification_provider.py
+++ b/backend/notification_v2/provider/notification_provider.py
@@ -1,6 +1,7 @@
 from abc import ABC, abstractmethod
 
 from django.conf import settings
+
 from notification_v2.models import Notification
 
 
@@ -15,7 +16,8 @@ def __init__(self, notification: Notification, payload):
     @abstractmethod
     def send(self):
         """Method to be overridden in child classes for sending the
-        notification."""
+        notification.
+        """
         raise NotImplementedError("Subclasses should implement this method.")
 
     def validate(self):
diff --git a/backend/notification_v2/provider/webhook/webhook.py b/backend/notification_v2/provider/webhook/webhook.py
index 5bcec1964..d59c72e60 100644
--- a/backend/notification_v2/provider/webhook/webhook.py
+++ b/backend/notification_v2/provider/webhook/webhook.py
@@ -1,8 +1,9 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 import requests
 from celery import shared_task
+
 from notification_v2.enums import AuthorizationType
 from notification_v2.provider.notification_provider import NotificationProvider
 
@@ -48,8 +49,8 @@ def validate(self):
         return super().validate()
 
     def get_headers(self):
-        """
-        Get the headers for the notification based on the authorization type and key.
+        """Get the headers for the notification based on the authorization type and key.
+
         Raises:
             ValueError: _description_
 
@@ -95,9 +96,7 @@ def get_headers(self):
         # Check if custom header type has required details
         if authorization_type == AuthorizationType.CUSTOM_HEADER:
             if not authorization_header or not authorization_key:
-                raise ValueError(
-                    "Custom header or key missing for custom authorization."
-                )
+                raise ValueError("Custom header or key missing for custom authorization.")
         return headers
 
 
@@ -108,7 +107,7 @@ def send_webhook_notification(
     payload: Any,
     headers: Any = None,
     timeout: int = 10,
-    max_retries: Optional[int] = None,
+    max_retries: int | None = None,
     retry_delay: int = 10,
 ):
     """Celery task to send a webhook with retries and error handling.
diff --git a/backend/notification_v2/serializers.py b/backend/notification_v2/serializers.py
index a5e405a52..cd82fed8a 100644
--- a/backend/notification_v2/serializers.py
+++ b/backend/notification_v2/serializers.py
@@ -107,7 +107,8 @@ def validate_platform(self, value):
 
     def validate_name(self, value):
         """Check uniqueness of the name with respect to either 'api' or
-        'pipeline'."""
+        'pipeline'.
+        """
         api = self.initial_data.get("api", getattr(self.instance, "api", None))
         pipeline = self.initial_data.get(
             "pipeline", getattr(self.instance, "pipeline", None)
diff --git a/backend/notification_v2/views.py b/backend/notification_v2/views.py
index f83f9437c..53025bae7 100644
--- a/backend/notification_v2/views.py
+++ b/backend/notification_v2/views.py
@@ -1,11 +1,12 @@
 from api_v2.deployment_helper import DeploymentHelper
 from api_v2.exceptions import APINotFound
-from notification_v2.constants import NotificationUrlConstant
 from pipeline_v2.exceptions import PipelineNotFound
 from pipeline_v2.models import Pipeline
 from pipeline_v2.pipeline_processor import PipelineProcessor
 from rest_framework import viewsets
 
+from notification_v2.constants import NotificationUrlConstant
+
 from .models import Notification
 from .serializers import NotificationSerializer
 
diff --git a/backend/pdm.lock b/backend/pdm.lock
deleted file mode 100644
index 94368508c..000000000
--- a/backend/pdm.lock
+++ /dev/null
@@ -1,5736 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "deploy", "dev", "test"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:aa8d305a39397022b8dd999794eb697949acbd7bb822eb16925c6e4c9c6ed12b"
-
-[[package]]
-name = "adlfs"
-version = "2024.7.0"
-requires_python = ">=3.8"
-summary = "Access Azure Datalake Gen1 with fsspec and dask"
-groups = ["default", "dev"]
-dependencies = [
-    "aiohttp>=3.7.0",
-    "azure-core<2.0.0,>=1.23.1",
-    "azure-datalake-store<0.1,>=0.0.46",
-    "azure-identity",
-    "azure-storage-blob>=12.12.0",
-    "fsspec>=2023.12.0",
-]
-files = [
-    {file = "adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07"},
-    {file = "adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf"},
-]
-
-[[package]]
-name = "aioboto3"
-version = "13.1.1"
-requires_python = "<4.0,>=3.8"
-summary = "Async boto3 wrapper"
-groups = ["default", "dev"]
-dependencies = [
-    "aiobotocore[boto3]==2.13.1",
-    "aiofiles>=23.2.1",
-]
-files = [
-    {file = "aioboto3-13.1.1-py3-none-any.whl", hash = "sha256:4b44a7c1317a51479b92ee57a2fea2cdef6bea2c3669870830b3f4dec6be7ca0"},
-    {file = "aioboto3-13.1.1.tar.gz", hash = "sha256:7def49471b7b79b7dfe3859acac01423e241b5d69abf0a5f2bcfd2c64855b2ab"},
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.13.1"
-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["default", "dev"]
-dependencies = [
-    "aiohttp<4.0.0,>=3.9.2",
-    "aioitertools<1.0.0,>=0.5.1",
-    "botocore<1.34.132,>=1.34.70",
-    "wrapt<2.0.0,>=1.10.10",
-]
-files = [
-    {file = "aiobotocore-2.13.1-py3-none-any.whl", hash = "sha256:1bef121b99841ee3cc788e4ed97c332ba32353b1f00e886d1beb3aae95520858"},
-    {file = "aiobotocore-2.13.1.tar.gz", hash = "sha256:134f9606c2f91abde38cbc61c3241113e26ff244633e0c31abb7e09da3581c9b"},
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.13.1"
-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["default", "dev"]
-dependencies = [
-    "aiohttp<4.0.0,>=3.9.2",
-    "aioitertools<1.0.0,>=0.5.1",
-    "botocore<1.34.132,>=1.34.70",
-    "wrapt<2.0.0,>=1.10.10",
-]
-files = [
-    {file = "aiobotocore-2.13.1-py3-none-any.whl", hash = "sha256:1bef121b99841ee3cc788e4ed97c332ba32353b1f00e886d1beb3aae95520858"},
-    {file = "aiobotocore-2.13.1.tar.gz", hash = "sha256:134f9606c2f91abde38cbc61c3241113e26ff244633e0c31abb7e09da3581c9b"},
-]
-
-[[package]]
-name = "aiofiles"
-version = "24.1.0"
-requires_python = ">=3.8"
-summary = "File support for asyncio."
-groups = ["default", "dev"]
-files = [
-    {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
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-
-[[package]]
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-version = "2.6.1"
-requires_python = ">=3.9"
-summary = "Happy Eyeballs for asyncio"
-groups = ["default", "dev"]
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-]
-
-[[package]]
-name = "aiohttp"
-version = "3.11.16"
-requires_python = ">=3.9"
-summary = "Async http client/server framework (asyncio)"
-groups = ["default", "dev"]
-dependencies = [
-    "aiohappyeyeballs>=2.3.0",
-    "aiosignal>=1.1.2",
-    "async-timeout<6.0,>=4.0; python_version < \"3.11\"",
-    "attrs>=17.3.0",
-    "frozenlist>=1.1.1",
-    "multidict<7.0,>=4.5",
-    "propcache>=0.2.0",
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-]
-
-[[package]]
-name = "zipp"
-version = "3.21.0"
-requires_python = ">=3.9"
-summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["deploy"]
-files = [
-    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
-    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
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diff --git a/backend/permissions/permission.py b/backend/permissions/permission.py
index f6085e142..5e2e45c35 100644
--- a/backend/permissions/permission.py
+++ b/backend/permissions/permission.py
@@ -11,7 +11,6 @@ class IsOwner(permissions.BasePermission):
     """Custom permission to only allow owners of an object."""
 
     def has_object_permission(self, request: Request, view: APIView, obj: Any) -> bool:
-
         return True if obj.created_by == request.user else False
 
 
@@ -27,7 +26,6 @@ class IsOwnerOrSharedUser(permissions.BasePermission):
     """Custom permission to only allow owners and shared users of an object."""
 
     def has_object_permission(self, request: Request, view: APIView, obj: Any) -> bool:
-
         return (
             True
             if (
@@ -40,10 +38,10 @@ def has_object_permission(self, request: Request, view: APIView, obj: Any) -> bo
 
 class IsOwnerOrSharedUserOrSharedToOrg(permissions.BasePermission):
     """Custom permission to only allow owners and shared users of an object or
-    if it is shared to org."""
+    if it is shared to org.
+    """
 
     def has_object_permission(self, request: Request, view: APIView, obj: Any) -> bool:
-
         return (
             True
             if (
@@ -57,12 +55,12 @@ def has_object_permission(self, request: Request, view: APIView, obj: Any) -> bo
 
 class IsFrictionLessAdapter(permissions.BasePermission):
     """Hack for friction-less onboarding not allowing user to view or updating
-    friction less adapter."""
+    friction less adapter.
+    """
 
     def has_object_permission(
         self, request: Request, view: APIView, obj: AdapterInstance
     ) -> bool:
-
         if obj.is_friction_less:
             return False
 
@@ -71,12 +69,12 @@ def has_object_permission(
 
 class IsFrictionLessAdapterDelete(permissions.BasePermission):
     """Hack for friction-less onboarding Allows frticon less adapter to rmoved
-    by an org member."""
+    by an org member.
+    """
 
     def has_object_permission(
         self, request: Request, view: APIView, obj: AdapterInstance
     ) -> bool:
-
         if obj.is_friction_less:
             return True
 
diff --git a/backend/pipeline_v2/deployment_helper.py b/backend/pipeline_v2/deployment_helper.py
index 6a0413629..68379c884 100644
--- a/backend/pipeline_v2/deployment_helper.py
+++ b/backend/pipeline_v2/deployment_helper.py
@@ -4,11 +4,12 @@
 from api_v2.api_key_validator import BaseAPIKeyValidator
 from api_v2.exceptions import InvalidAPIRequest
 from api_v2.key_helper import KeyHelper
-from pipeline_v2.exceptions import PipelineNotFound
-from pipeline_v2.pipeline_processor import PipelineProcessor
 from rest_framework.request import Request
 from utils.user_context import UserContext
 
+from pipeline_v2.exceptions import PipelineNotFound
+from pipeline_v2.pipeline_processor import PipelineProcessor
+
 logger = logging.getLogger(__name__)
 
 
diff --git a/backend/pipeline_v2/dto.py b/backend/pipeline_v2/dto.py
index 3ed83bf30..5a87ba082 100644
--- a/backend/pipeline_v2/dto.py
+++ b/backend/pipeline_v2/dto.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 
 class PipelineStatusPayload:
@@ -8,8 +8,8 @@ def __init__(
         pipeline_id: str,
         pipeline_name: str,
         status: str,
-        execution_id: Optional[str] = None,
-        error_message: Optional[str] = None,
+        execution_id: str | None = None,
+        error_message: str | None = None,
     ):
         self.type = type
         self.pipeline_id = pipeline_id
diff --git a/backend/pipeline_v2/exceptions.py b/backend/pipeline_v2/exceptions.py
index 7d2885a98..8b87f661a 100644
--- a/backend/pipeline_v2/exceptions.py
+++ b/backend/pipeline_v2/exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
@@ -24,14 +22,13 @@ class InactivePipelineError(APIException):
 
     def __init__(
         self,
-        pipeline_name: Optional[str] = None,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
+        pipeline_name: str | None = None,
+        detail: str | None = None,
+        code: str | None = None,
     ):
         if pipeline_name:
             self.default_detail = (
-                f"Pipeline '{pipeline_name}' is inactive, "
-                "please activate the pipeline"
+                f"Pipeline '{pipeline_name}' is inactive, " "please activate the pipeline"
             )
         super().__init__(detail, code)
 
diff --git a/backend/pipeline_v2/manager.py b/backend/pipeline_v2/manager.py
index 8e17477f7..9be9d8031 100644
--- a/backend/pipeline_v2/manager.py
+++ b/backend/pipeline_v2/manager.py
@@ -1,11 +1,8 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from django.conf import settings
 from django.urls import reverse
-from pipeline_v2.constants import PipelineKey, PipelineURL
-from pipeline_v2.models import Pipeline
-from pipeline_v2.pipeline_processor import PipelineProcessor
 from rest_framework.request import Request
 from rest_framework.response import Response
 from utils.request.constants import RequestConstants
@@ -13,6 +10,9 @@
 from workflow_manager.workflow_v2.views import WorkflowViewSet
 
 from backend.constants import RequestHeader
+from pipeline_v2.constants import PipelineKey, PipelineURL
+from pipeline_v2.models import Pipeline
+from pipeline_v2.pipeline_processor import PipelineProcessor
 
 logger = logging.getLogger(__name__)
 
@@ -24,7 +24,7 @@ class PipelineManager:
     def execute_pipeline(
         request: Request,
         pipeline_id: str,
-        execution_id: Optional[str] = None,
+        execution_id: str | None = None,
     ) -> Response:
         """Used to execute a pipeline.
 
@@ -45,9 +45,10 @@ def execute_pipeline(
     @staticmethod
     def get_pipeline_execution_data_for_scheduled_run(
         pipeline_id: str,
-    ) -> Optional[dict[str, Any]]:
+    ) -> dict[str, Any] | None:
         """Gets the required data to be passed while executing a pipeline Any
-        changes to pipeline execution needs to be propagated here."""
+        changes to pipeline execution needs to be propagated here.
+        """
         callback_url = settings.DJANGO_APP_BACKEND_URL + reverse(
             PipelineURL.EXECUTE_NAMESPACE
         )
diff --git a/backend/pipeline_v2/migrations/0001_initial.py b/backend/pipeline_v2/migrations/0001_initial.py
index dea797756..000d747dc 100644
--- a/backend/pipeline_v2/migrations/0001_initial.py
+++ b/backend/pipeline_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/pipeline_v2/migrations/0002_remove_pipeline_unique_pipeline_and_more.py b/backend/pipeline_v2/migrations/0002_remove_pipeline_unique_pipeline_and_more.py
index 27e27cc2d..3239e58ac 100644
--- a/backend/pipeline_v2/migrations/0002_remove_pipeline_unique_pipeline_and_more.py
+++ b/backend/pipeline_v2/migrations/0002_remove_pipeline_unique_pipeline_and_more.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0001_initial"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
diff --git a/backend/pipeline_v2/notification.py b/backend/pipeline_v2/notification.py
index 233a69097..dbfc0dea5 100644
--- a/backend/pipeline_v2/notification.py
+++ b/backend/pipeline_v2/notification.py
@@ -1,8 +1,8 @@
 import logging
-from typing import Optional
 
 from notification_v2.helper import NotificationHelper
 from notification_v2.models import Notification
+
 from pipeline_v2.dto import PipelineStatusPayload
 from pipeline_v2.models import Pipeline
 
@@ -13,8 +13,8 @@ class PipelineNotification:
     def __init__(
         self,
         pipeline: Pipeline,
-        execution_id: Optional[str] = None,
-        error_message: Optional[str] = None,
+        execution_id: str | None = None,
+        error_message: str | None = None,
     ) -> None:
         self.notifications = Notification.objects.filter(
             pipeline=pipeline, is_active=True
@@ -27,9 +27,7 @@ def send(self):
         if not self.notifications.count():
             logger.info(f"No notifications found for pipeline {self.pipeline}")
             return
-        logger.info(
-            f"Sending pipeline status notification for pipeline {self.pipeline}"
-        )
+        logger.info(f"Sending pipeline status notification for pipeline {self.pipeline}")
         payload_dto = PipelineStatusPayload(
             type=self.pipeline.pipeline_type,
             pipeline_id=str(self.pipeline.id),
diff --git a/backend/pipeline_v2/piepline_api_execution_views.py b/backend/pipeline_v2/piepline_api_execution_views.py
index 7b4bd14b8..fc4bcda32 100644
--- a/backend/pipeline_v2/piepline_api_execution_views.py
+++ b/backend/pipeline_v2/piepline_api_execution_views.py
@@ -1,20 +1,19 @@
 import logging
 from typing import Any
 
-from pipeline_v2.deployment_helper import DeploymentHelper
-from pipeline_v2.models import Pipeline
 from rest_framework import status, views
 from rest_framework.request import Request
 from rest_framework.response import Response
 from scheduler.tasks import execute_pipeline_task
 
+from pipeline_v2.deployment_helper import DeploymentHelper
+from pipeline_v2.models import Pipeline
+
 logger = logging.getLogger(__name__)
 
 
 class PipelineApiExecution(views.APIView):
-    def initialize_request(
-        self, request: Request, *args: Any, **kwargs: Any
-    ) -> Request:
+    def initialize_request(self, request: Request, *args: Any, **kwargs: Any) -> Request:
         """To remove csrf request for public API.
 
         Args:
@@ -23,7 +22,7 @@ def initialize_request(
         Returns:
             Request: _description_
         """
-        setattr(request, "csrf_processing_done", True)
+        request.csrf_processing_done = True
         return super().initialize_request(request, *args, **kwargs)
 
     @DeploymentHelper.validate_api_key
diff --git a/backend/pipeline_v2/pipeline_processor.py b/backend/pipeline_v2/pipeline_processor.py
index a454a4d08..fc7be7d1d 100644
--- a/backend/pipeline_v2/pipeline_processor.py
+++ b/backend/pipeline_v2/pipeline_processor.py
@@ -1,7 +1,7 @@
 import logging
-from typing import Optional
 
 from django.utils import timezone
+
 from pipeline_v2.exceptions import InactivePipelineError
 from pipeline_v2.models import Pipeline
 from pipeline_v2.notification import PipelineNotification
@@ -28,6 +28,7 @@ def initialize_pipeline_sync(pipeline_id: str) -> Pipeline:
     @staticmethod
     def fetch_pipeline(pipeline_id: str, check_active: bool = True) -> Pipeline:
         """Retrieves and checks for an active pipeline.
+
         Args:
             pipeline_id (str): UUID of the pipeline
             check_active (bool): Whether to check if the pipeline is active
@@ -42,7 +43,7 @@ def fetch_pipeline(pipeline_id: str, check_active: bool = True) -> Pipeline:
         return pipeline
 
     @classmethod
-    def get_active_pipeline(cls, pipeline_id: str) -> Optional[Pipeline]:
+    def get_active_pipeline(cls, pipeline_id: str) -> Pipeline | None:
         """Retrieves a list of active pipelines."""
         try:
             return cls.fetch_pipeline(pipeline_id, check_active=True)
@@ -54,7 +55,7 @@ def _update_pipeline_status(
         pipeline: Pipeline,
         status: tuple[str, str],
         is_end: bool,
-        is_active: Optional[bool] = None,
+        is_active: bool | None = None,
     ) -> Pipeline:
         """Updates pipeline status during execution.
 
@@ -77,10 +78,11 @@ def _update_pipeline_status(
     @staticmethod
     def _send_notification(
         pipeline: Pipeline,
-        execution_id: Optional[str] = None,
-        error_message: Optional[str] = None,
+        execution_id: str | None = None,
+        error_message: str | None = None,
     ) -> None:
         """Sends a notification for the pipeline.
+
         Args:
             pipeline (Pipeline): Pipeline to send notification for
 
@@ -94,11 +96,11 @@ def _send_notification(
 
     @staticmethod
     def update_pipeline(
-        pipeline_guid: Optional[str],
+        pipeline_guid: str | None,
         status: tuple[str, str],
-        is_active: Optional[bool] = None,
-        execution_id: Optional[str] = None,
-        error_message: Optional[str] = None,
+        is_active: bool | None = None,
+        execution_id: str | None = None,
+        error_message: str | None = None,
         is_end: bool = False,
     ) -> None:
         if not pipeline_guid:
diff --git a/backend/pipeline_v2/public_api_urls.py b/backend/pipeline_v2/public_api_urls.py
index c6d9838c2..171dea647 100644
--- a/backend/pipeline_v2/public_api_urls.py
+++ b/backend/pipeline_v2/public_api_urls.py
@@ -1,7 +1,8 @@
 from django.urls import re_path
-from pipeline_v2.piepline_api_execution_views import PipelineApiExecution
 from rest_framework.urlpatterns import format_suffix_patterns
 
+from pipeline_v2.piepline_api_execution_views import PipelineApiExecution
+
 execute = PipelineApiExecution.as_view()
 
 urlpatterns = format_suffix_patterns(
diff --git a/backend/pipeline_v2/serializers/crud.py b/backend/pipeline_v2/serializers/crud.py
index 80a136c36..fb04dae15 100644
--- a/backend/pipeline_v2/serializers/crud.py
+++ b/backend/pipeline_v2/serializers/crud.py
@@ -1,6 +1,6 @@
 import logging
 from collections import OrderedDict
-from typing import Any, Optional
+from typing import Any
 
 from connector_processor.connector_processor import ConnectorProcessor
 from connector_v2.connector_instance_helper import ConnectorInstanceHelper
@@ -25,7 +25,6 @@
 
 
 class PipelineSerializer(IntegrityErrorMixin, AuditSerializer):
-
     api_endpoint = SerializerMethodField()
 
     class Meta:
@@ -45,7 +44,7 @@ class Meta:
         },
     }
 
-    def validate_cron_string(self, value: Optional[str] = None) -> Optional[str]:
+    def validate_cron_string(self, value: str | None = None) -> str | None:
         """Validate the cron string provided in the serializer data.
 
         This method is called internally by the serializer to ensure that
@@ -182,8 +181,10 @@ def to_representation(self, instance: Pipeline) -> OrderedDict[str, Any]:
 
         if SerializerUtils.check_context_for_GET_or_POST(context=self.context):
             workflow = instance.workflow
-            connector_instance_list = ConnectorInstanceHelper.get_input_output_connector_instances_by_workflow(  # noqa
-                workflow.id
+            connector_instance_list = (
+                ConnectorInstanceHelper.get_input_output_connector_instances_by_workflow(  # noqa
+                    workflow.id
+                )
             )
             repr[PK.WORKFLOW_ID] = workflow.id
             repr[PK.WORKFLOW_NAME] = workflow.workflow_name
@@ -197,6 +198,4 @@ def to_representation(self, instance: Pipeline) -> OrderedDict[str, Any]:
         return repr
 
     def get_connector_data(self, connector: ConnectorInstance, key: str) -> Any:
-        return ConnectorProcessor.get_connector_data_with_key(
-            connector.connector_id, key
-        )
+        return ConnectorProcessor.get_connector_data_with_key(connector.connector_id, key)
diff --git a/backend/pipeline_v2/urls.py b/backend/pipeline_v2/urls.py
index 5763fb17e..354920b26 100644
--- a/backend/pipeline_v2/urls.py
+++ b/backend/pipeline_v2/urls.py
@@ -1,8 +1,9 @@
 from django.urls import path
+from rest_framework.urlpatterns import format_suffix_patterns
+
 from pipeline_v2.constants import PipelineURL
 from pipeline_v2.execution_view import PipelineExecutionViewSet
 from pipeline_v2.views import PipelineViewSet
-from rest_framework.urlpatterns import format_suffix_patterns
 
 pipeline_list = PipelineViewSet.as_view(
     {
diff --git a/backend/pipeline_v2/views.py b/backend/pipeline_v2/views.py
index 21fa37e53..2ef5f74d9 100644
--- a/backend/pipeline_v2/views.py
+++ b/backend/pipeline_v2/views.py
@@ -1,6 +1,5 @@
 import json
 import logging
-from typing import Optional
 
 from account_v2.custom_exceptions import DuplicateData
 from api_v2.exceptions import NoActiveAPIKeyError
@@ -10,6 +9,13 @@
 from django.db.models import QuerySet
 from django.http import HttpResponse
 from permissions.permission import IsOwner
+from rest_framework import serializers, status, viewsets
+from rest_framework.decorators import action
+from rest_framework.request import Request
+from rest_framework.response import Response
+from rest_framework.versioning import URLPathVersioning
+from scheduler.helper import SchedulerHelper
+
 from pipeline_v2.constants import (
     PipelineConstants,
     PipelineErrors,
@@ -23,12 +29,6 @@
 from pipeline_v2.serializers.execute import (
     PipelineExecuteSerializer as ExecuteSerializer,
 )
-from rest_framework import serializers, status, viewsets
-from rest_framework.decorators import action
-from rest_framework.request import Request
-from rest_framework.response import Response
-from rest_framework.versioning import URLPathVersioning
-from scheduler.helper import SchedulerHelper
 
 logger = logging.getLogger(__name__)
 
@@ -86,7 +86,7 @@ def create(self, request: Request) -> Response:
             KeyHelper.create_api_key(pipeline_instance, request)
         except IntegrityError:
             raise DuplicateData(
-                f"{PipelineErrors.PIPELINE_EXISTS}, " f"{PipelineErrors.DUPLICATE_API}"
+                f"{PipelineErrors.PIPELINE_EXISTS}, {PipelineErrors.DUPLICATE_API}"
             )
         return Response(data=serializer.data, status=status.HTTP_201_CREATED)
 
@@ -97,7 +97,7 @@ def perform_destroy(self, instance: Pipeline) -> None:
 
     @action(detail=True, methods=["get"])
     def download_postman_collection(
-        self, request: Request, pk: Optional[str] = None
+        self, request: Request, pk: str | None = None
     ) -> Response:
         """Downloads a Postman Collection of the API deployment instance."""
         instance: Pipeline = self.get_object()
diff --git a/backend/platform_settings_v2/exceptions.py b/backend/platform_settings_v2/exceptions.py
index 512c57d1b..262571efb 100644
--- a/backend/platform_settings_v2/exceptions.py
+++ b/backend/platform_settings_v2/exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
@@ -17,9 +15,7 @@ class UserForbidden(APIException):
 
 class KeyCountExceeded(APIException):
     status_code = 403
-    default_detail = (
-        "Maximum key count is exceeded. Please delete one before generation."
-    )
+    default_detail = "Maximum key count is exceeded. Please delete one before generation."
 
 
 class FoundActiveKey(APIException):
@@ -41,7 +37,7 @@ class DuplicateData(APIException):
     status_code = 400
     default_detail = "Duplicate Data"
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
diff --git a/backend/platform_settings_v2/platform_auth_helper.py b/backend/platform_settings_v2/platform_auth_helper.py
index 144287e8e..d3a189705 100644
--- a/backend/platform_settings_v2/platform_auth_helper.py
+++ b/backend/platform_settings_v2/platform_auth_helper.py
@@ -2,9 +2,10 @@
 
 from account_v2.authentication_controller import AuthenticationController
 from account_v2.models import Organization, PlatformKey, User
-from platform_settings_v2.exceptions import KeyCountExceeded, UserForbidden
 from tenant_account_v2.models import OrganizationMember
 
+from platform_settings_v2.exceptions import KeyCountExceeded, UserForbidden
+
 PLATFORM_KEY_COUNT = 2
 
 logger = logging.getLogger(__name__)
diff --git a/backend/platform_settings_v2/platform_auth_service.py b/backend/platform_settings_v2/platform_auth_service.py
index e9099e04c..c639e1c93 100644
--- a/backend/platform_settings_v2/platform_auth_service.py
+++ b/backend/platform_settings_v2/platform_auth_service.py
@@ -1,18 +1,19 @@
 import logging
 import uuid
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import Organization, PlatformKey, User
 from account_v2.organization import OrganizationService
 from django.db import IntegrityError
+from tenant_account_v2.constants import ErrorMessage, PlatformServiceConstants
+from utils.user_context import UserContext
+
 from platform_settings_v2.exceptions import (
     ActiveKeyNotFound,
     DuplicateData,
     InternalServiceError,
     InvalidRequest,
 )
-from tenant_account_v2.constants import ErrorMessage, PlatformServiceConstants
-from utils.user_context import UserContext
 
 logger = logging.getLogger(__name__)
 
@@ -28,7 +29,7 @@ def generate_platform_key(
         is_active: bool,
         key_name: str,
         user: User,
-        organization: Optional[Organization] = None,
+        organization: Organization | None = None,
     ) -> dict[str, Any]:
         """Method to support generation of new platform key. Throws error when
         maximum count is exceeded. Forbids for user other than admin
@@ -45,6 +46,7 @@ def generate_platform_key(
             dict[str, Any]:
                 A dictionary containing the generated platform key details,
                     including the id, key name, and key value.
+
         Raises:
             DuplicateData: If a platform key with the same key name
                 already exists for the organization.
@@ -185,9 +187,7 @@ def toggle_platform_key_status(
                 f"IntegrityError - Failed to {action} platform key {platform_key.id}"
                 f": {error}"
             )
-            raise DuplicateData(
-                f"{ErrorMessage.KEY_EXIST}, {ErrorMessage.DUPLICATE_API}"
-            )
+            raise DuplicateData(f"{ErrorMessage.KEY_EXIST}, {ErrorMessage.DUPLICATE_API}")
 
     @staticmethod
     def list_platform_key_ids() -> list[PlatformKey]:
@@ -219,7 +219,7 @@ def fetch_platform_key_id() -> Any:
 
     @staticmethod
     def get_active_platform_key(
-        organization_id: Optional[str] = None,
+        organization_id: str | None = None,
     ) -> PlatformKey:
         """Method to fetch active key.
 
@@ -228,9 +228,7 @@ def get_active_platform_key(
             Any: platformKey.
         """
         try:
-            organization_id = (
-                organization_id or UserContext.get_organization_identifier()
-            )
+            organization_id = organization_id or UserContext.get_organization_identifier()
             organization: Organization = OrganizationService.get_organization_by_org_id(
                 org_id=organization_id
             )
diff --git a/backend/platform_settings_v2/views.py b/backend/platform_settings_v2/views.py
index a899cca10..41610b60c 100644
--- a/backend/platform_settings_v2/views.py
+++ b/backend/platform_settings_v2/views.py
@@ -4,6 +4,11 @@
 from typing import Any
 
 from account_v2.models import Organization, PlatformKey
+from rest_framework import status, viewsets
+from rest_framework.request import Request
+from rest_framework.response import Response
+from utils.user_context import UserContext
+
 from platform_settings_v2.constants import PlatformServiceConstants
 from platform_settings_v2.platform_auth_helper import PlatformAuthHelper
 from platform_settings_v2.platform_auth_service import PlatformAuthenticationService
@@ -12,10 +17,6 @@
     PlatformKeyIDSerializer,
     PlatformKeySerializer,
 )
-from rest_framework import status, viewsets
-from rest_framework.request import Request
-from rest_framework.response import Response
-from utils.user_context import UserContext
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/plugins/authentication/auth_sample/auth_service.py b/backend/plugins/authentication/auth_sample/auth_service.py
index 499d11c5f..809e17ab3 100644
--- a/backend/plugins/authentication/auth_sample/auth_service.py
+++ b/backend/plugins/authentication/auth_sample/auth_service.py
@@ -1,7 +1,7 @@
 import logging
 import uuid
 from abc import ABC
-from typing import Any, Optional
+from typing import Any
 
 from rest_framework.request import Request
 from rest_framework.response import Response
@@ -28,13 +28,13 @@ def get_authorize_token(self, request: Request) -> TokenData:
         return self.authHelper.get_authorize_token(request)
 
     def user_organizations(
-        self, user: User, token: Optional[dict[str, Any]] = None
+        self, user: User, token: dict[str, Any] | None = None
     ) -> list[AuthOrganization]:
         raise MethodNotImplemented()
 
     def get_user_info(
-        self, user: User, token: Optional[dict[str, Any]] = None
-    ) -> Optional[UserInfo]:
+        self, user: User, token: dict[str, Any] | None = None
+    ) -> UserInfo | None:
         return UserInfo(
             id=user.id,
             name=user.username,
@@ -49,9 +49,9 @@ def make_organization_and_add_member(
         self,
         user_id: str,
         user_name: str,
-        organization_name: Optional[str] = None,
-        display_name: Optional[str] = None,
-    ) -> Optional[AuthOrganization]:
+        organization_name: str | None = None,
+        display_name: str | None = None,
+    ) -> AuthOrganization | None:
         raise MethodNotImplemented()
 
     def make_user_organization_name(self) -> str:
diff --git a/backend/plugins/authentication/auth_sample/dto.py b/backend/plugins/authentication/auth_sample/dto.py
index 88e9baba6..3df5c4ca6 100644
--- a/backend/plugins/authentication/auth_sample/dto.py
+++ b/backend/plugins/authentication/auth_sample/dto.py
@@ -1,5 +1,5 @@
 from dataclasses import dataclass
-from typing import Any, Optional
+from typing import Any
 
 
 @dataclass
@@ -13,9 +13,9 @@ class UserInfo:
     id: str
     name: str
     email: str
-    display_name: Optional[str] = None
-    family_name: Optional[str] = None
-    picture: Optional[str] = None
+    display_name: str | None = None
+    family_name: str | None = None
+    picture: str | None = None
 
 
 @dataclass
diff --git a/backend/plugins/workflow_manager/workflow_v2/utils.py b/backend/plugins/workflow_manager/workflow_v2/utils.py
index a88d95dc7..14917afcb 100644
--- a/backend/plugins/workflow_manager/workflow_v2/utils.py
+++ b/backend/plugins/workflow_manager/workflow_v2/utils.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 from workflow_manager.endpoint_v2.dto import FileHash
 from workflow_manager.workflow_v2.models.workflow import Workflow
@@ -7,7 +7,8 @@
 class WorkflowUtil:
     """A utility class for managing workflow operations, particularly for
     selecting files for manual review and updating file destination based on
-    review criteria."""
+    review criteria.
+    """
 
     @staticmethod
     def _mrq_files(
@@ -62,9 +63,9 @@ def add_file_destination_filehash(
 
     @staticmethod
     def validate_db_rule(
-        result: Optional[Any],
+        result: Any | None,
         workflow_id: Workflow,
-        file_destination: Optional[tuple[str, str]],
+        file_destination: tuple[str, str] | None,
     ) -> bool:
         """Placeholder method to check the db rules - MRQ
 
diff --git a/backend/project/models.py b/backend/project/models.py
index cfa575f9a..e936a43a1 100644
--- a/backend/project/models.py
+++ b/backend/project/models.py
@@ -41,9 +41,7 @@ class ProjectIdentifier(models.TextChoices):
     description = models.TextField(
         null=True, blank=True, max_length=DESCRIPTION_FIELD_LENGTH
     )
-    project_status = models.TextField(
-        null=True, blank=True, max_length=PROJECT_NAME_SIZE
-    )
+    project_status = models.TextField(null=True, blank=True, max_length=PROJECT_NAME_SIZE)
     project_identifier = models.CharField(
         choices=ProjectIdentifier.choices, default=ProjectIdentifier.DEFAULT
     )
diff --git a/backend/project/serializers.py b/backend/project/serializers.py
index 139069546..a24ea45a2 100644
--- a/backend/project/serializers.py
+++ b/backend/project/serializers.py
@@ -1,10 +1,10 @@
 from typing import Any
 
-from project.models import Project
 from workflow_manager.workflow.constants import WorkflowKey
 from workflow_manager.workflow.serializers import WorkflowSerializer
 
 from backend.serializers import AuditSerializer
+from project.models import Project
 
 
 class ProjectSerializer(AuditSerializer):
@@ -21,9 +21,7 @@ def to_representation(self, instance: Project) -> dict[str, Any]:
     def create(self, validated_data: dict[str, Any]) -> Any:
         project: Project = super().create(validated_data)
         workflow_data = {"project": project.id}
-        workflow_serializer = WorkflowSerializer(
-            data=workflow_data, context=self.context
-        )
+        workflow_serializer = WorkflowSerializer(data=workflow_data, context=self.context)
         workflow_serializer.is_valid(raise_exception=True)
         workflow_serializer.save()
         return project
diff --git a/backend/project/tests/project_tests.py b/backend/project/tests/project_tests.py
index 544f16cf1..ce2ef52bb 100644
--- a/backend/project/tests/project_tests.py
+++ b/backend/project/tests/project_tests.py
@@ -11,7 +11,6 @@
 class TestProjects(APITestCase):
     def test_projects_list(self) -> None:
         """Tests to List the projects."""
-
         url = reverse("projects_v1-list")
         response = self.client.get(url)
 
@@ -19,7 +18,6 @@ def test_projects_list(self) -> None:
 
     def test_projects_detail(self) -> None:
         """Tests to fetch a project with given pk."""
-
         url = reverse("projects_v1-detail", kwargs={"pk": 1})
         response = self.client.get(url)
 
@@ -27,7 +25,6 @@ def test_projects_detail(self) -> None:
 
     def test_projects_detail_not_found(self) -> None:
         """Tests for negative case to fetch non exiting key."""
-
         url = reverse("projects_v1-detail", kwargs={"pk": 768})
         response = self.client.get(url)
 
@@ -35,7 +32,6 @@ def test_projects_detail_not_found(self) -> None:
 
     def test_projects_create(self) -> None:
         """Tests to create a new project."""
-
         url = reverse("projects_v1-list")
         data = {
             "org": 1,
@@ -51,7 +47,6 @@ def test_projects_create(self) -> None:
 
     def test_projects_create_bad_request(self) -> None:
         """Tests for negative case to throw error on a wrong access."""
-
         url = reverse("projects_v1-list")
         data = {
             "project_name": "Unstract Test",
@@ -65,7 +60,6 @@ def test_projects_create_bad_request(self) -> None:
 
     def test_projects_update(self) -> None:
         """Tests to update project."""
-
         url = reverse("projects_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 1,
@@ -85,7 +79,6 @@ def test_projects_update(self) -> None:
 
     def test_projects_update_pk(self) -> None:
         """Tests the PUT method for 400 error."""
-
         url = reverse("projects_v1-detail", kwargs={"pk": 1})
         data = {
             "org": 2,
@@ -100,7 +93,6 @@ def test_projects_update_pk(self) -> None:
 
     def test_projects_update_field(self) -> None:
         """Tests the PATCH method."""
-
         url = reverse("projects_v1-detail", kwargs={"pk": 1})
         data = {"project_name": "Unstract Test"}
         response = self.client.patch(url, data, format="json")
@@ -114,7 +106,6 @@ def test_projects_update_field(self) -> None:
 
     def test_projects_delete(self) -> None:
         """Tests the DELETE method."""
-
         url = reverse("projects_v1-detail", kwargs={"pk": 1})
         response = self.client.delete(url, format="json")
         self.assertEqual(response.status_code, status.HTTP_204_NO_CONTENT)
diff --git a/backend/project/views.py b/backend/project/views.py
index a18d69aee..dfa7fd0d4 100644
--- a/backend/project/views.py
+++ b/backend/project/views.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from account.custom_exceptions import DuplicateData
 from connector.connector_instance_helper import ConnectorInstanceHelper
@@ -7,11 +7,12 @@
 from django.db import IntegrityError
 from django.db.models import QuerySet
 from django.http import HttpRequest
-from project.constants import ProjectErrors
 from rest_framework import status, viewsets
 from rest_framework.response import Response
 from rest_framework.versioning import URLPathVersioning
 
+from project.constants import ProjectErrors
+
 from .models import Project
 from .serializers import ProjectSerializer
 
@@ -23,7 +24,7 @@ class ProjectViewSet(viewsets.ModelViewSet):
     queryset = Project.objects.all()
     serializer_class = ProjectSerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         created_by = self.request.query_params.get("created_by")
         if created_by is not None:
             queryset = Project.objects.filter(created_by=created_by)
@@ -42,8 +43,7 @@ def create(
             self.perform_create(serializer)
         except IntegrityError:
             raise DuplicateData(
-                f"{ProjectErrors.PROJECT_NAME_EXISTS}, "
-                f"{ProjectErrors.DUPLICATE_API}"
+                f"{ProjectErrors.PROJECT_NAME_EXISTS}, {ProjectErrors.DUPLICATE_API}"
             )
         # Access the created instance
         created_instance: Project = serializer.instance
diff --git a/backend/prompt/tests/conftest.py b/backend/prompt/tests/conftest.py
index c64c7226b..5b00d7887 100644
--- a/backend/prompt/tests/conftest.py
+++ b/backend/prompt/tests/conftest.py
@@ -4,7 +4,6 @@
 
 @pytest.fixture(scope="session")
 def django_db_setup(django_db_blocker):
-
     fixtures = ["./prompt/tests/fixtures/prompts_001.json"]
     with django_db_blocker.unblock():
         call_command("loaddata", *fixtures)
diff --git a/backend/prompt/tests/test_urls.py b/backend/prompt/tests/test_urls.py
index 0dffabd36..d2f81388d 100644
--- a/backend/prompt/tests/test_urls.py
+++ b/backend/prompt/tests/test_urls.py
@@ -9,7 +9,6 @@
 
 @pytest.mark.prompt
 class TestPrompts(APITestCase):
-
     def test_prompts_list(self):
         """Ensure we can list all prompts."""
         url = reverse("prompts_v1-list")
diff --git a/backend/prompt/views.py b/backend/prompt/views.py
index 9949ae5de..443b76e8d 100644
--- a/backend/prompt/views.py
+++ b/backend/prompt/views.py
@@ -2,13 +2,14 @@
 
 from account.custom_exceptions import DuplicateData
 from django.db import IntegrityError
-from prompt.constants import PromptErrors
 from rest_framework import status, viewsets
 from rest_framework.decorators import action
 from rest_framework.request import Request
 from rest_framework.response import Response
 from rest_framework.versioning import URLPathVersioning
 
+from prompt.constants import PromptErrors
+
 from .models import Prompt
 from .serializers import PromptSerializer
 
@@ -41,6 +42,4 @@ def create(self, request: Any) -> Response:
             )
 
         headers = self.get_success_headers(serializer.data)
-        return Response(
-            serializer.data, status=status.HTTP_201_CREATED, headers=headers
-        )
+        return Response(serializer.data, status=status.HTTP_201_CREATED, headers=headers)
diff --git a/backend/prompt_studio/prompt_profile_manager_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_profile_manager_v2/migrations/0001_initial.py
index 220a5b93f..5f7813c0f 100644
--- a/backend/prompt_studio/prompt_profile_manager_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_profile_manager_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/prompt_studio/prompt_profile_manager_v2/models.py b/backend/prompt_studio/prompt_profile_manager_v2/models.py
index be73899c0..533deaaf6 100644
--- a/backend/prompt_studio/prompt_profile_manager_v2/models.py
+++ b/backend/prompt_studio/prompt_profile_manager_v2/models.py
@@ -3,9 +3,10 @@
 from account_v2.models import User
 from adapter_processor_v2.models import AdapterInstance
 from django.db import models
+from utils.models.base_model import BaseModel
+
 from prompt_studio.prompt_studio_core_v2.exceptions import DefaultProfileError
 from prompt_studio.prompt_studio_core_v2.models import CustomTool
-from utils.models.base_model import BaseModel
 
 
 class ProfileManager(BaseModel):
diff --git a/backend/prompt_studio/prompt_profile_manager_v2/profile_manager_helper.py b/backend/prompt_studio/prompt_profile_manager_v2/profile_manager_helper.py
index 48c731b08..933bece90 100644
--- a/backend/prompt_studio/prompt_profile_manager_v2/profile_manager_helper.py
+++ b/backend/prompt_studio/prompt_profile_manager_v2/profile_manager_helper.py
@@ -2,7 +2,6 @@
 
 
 class ProfileManagerHelper:
-
     @classmethod
     def get_profile_manager(cls, profile_manager_id: str) -> ProfileManager:
         try:
diff --git a/backend/prompt_studio/prompt_profile_manager_v2/serializers.py b/backend/prompt_studio/prompt_profile_manager_v2/serializers.py
index 2707fb586..b6c2e1343 100644
--- a/backend/prompt_studio/prompt_profile_manager_v2/serializers.py
+++ b/backend/prompt_studio/prompt_profile_manager_v2/serializers.py
@@ -1,9 +1,9 @@
 import logging
 
 from adapter_processor_v2.adapter_processor import AdapterProcessor
-from prompt_studio.prompt_profile_manager_v2.constants import ProfileManagerKeys
 
 from backend.serializers import AuditSerializer
+from prompt_studio.prompt_profile_manager_v2.constants import ProfileManagerKeys
 
 from .models import ProfileManager
 
@@ -22,9 +22,7 @@ def to_representation(self, instance):  # type: ignore
         vector_db = rep[ProfileManagerKeys.VECTOR_STORE]
         x2text = rep[ProfileManagerKeys.X2TEXT]
         if llm:
-            rep[ProfileManagerKeys.LLM] = AdapterProcessor.get_adapter_instance_by_id(
-                llm
-            )
+            rep[ProfileManagerKeys.LLM] = AdapterProcessor.get_adapter_instance_by_id(llm)
         if embedding:
             rep[ProfileManagerKeys.EMBEDDING_MODEL] = (
                 AdapterProcessor.get_adapter_instance_by_id(embedding)
@@ -34,7 +32,7 @@ def to_representation(self, instance):  # type: ignore
                 AdapterProcessor.get_adapter_instance_by_id(vector_db)
             )
         if x2text:
-            rep[ProfileManagerKeys.X2TEXT] = (
-                AdapterProcessor.get_adapter_instance_by_id(x2text)
+            rep[ProfileManagerKeys.X2TEXT] = AdapterProcessor.get_adapter_instance_by_id(
+                x2text
             )
         return rep
diff --git a/backend/prompt_studio/prompt_profile_manager_v2/views.py b/backend/prompt_studio/prompt_profile_manager_v2/views.py
index 3bfd4a5fd..51978b1d8 100644
--- a/backend/prompt_studio/prompt_profile_manager_v2/views.py
+++ b/backend/prompt_studio/prompt_profile_manager_v2/views.py
@@ -1,19 +1,20 @@
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.custom_exceptions import DuplicateData
 from django.db import IntegrityError
 from django.db.models import QuerySet
 from django.http import HttpRequest
 from permissions.permission import IsOwner
+from rest_framework import status, viewsets
+from rest_framework.response import Response
+from rest_framework.versioning import URLPathVersioning
+from utils.filtering import FilterHelper
+
 from prompt_studio.prompt_profile_manager_v2.constants import (
     ProfileManagerErrors,
     ProfileManagerKeys,
 )
 from prompt_studio.prompt_profile_manager_v2.serializers import ProfileManagerSerializer
-from rest_framework import status, viewsets
-from rest_framework.response import Response
-from rest_framework.versioning import URLPathVersioning
-from utils.filtering import FilterHelper
 
 from .models import ProfileManager
 
@@ -25,7 +26,7 @@ class ProfileManagerView(viewsets.ModelViewSet):
     permission_classes = [IsOwner]
     serializer_class = ProfileManagerSerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filter_args = FilterHelper.build_filter_args(
             self.request,
             ProfileManagerKeys.CREATED_BY,
diff --git a/backend/prompt_studio/prompt_studio_core_v2/document_indexing_service.py b/backend/prompt_studio/prompt_studio_core_v2/document_indexing_service.py
index a323b73fc..00072910b 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/document_indexing_service.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/document_indexing_service.py
@@ -1,9 +1,8 @@
-from typing import Optional
-
 from django.conf import settings
-from prompt_studio.prompt_studio_core_v2.constants import IndexingStatus
 from utils.cache_service import CacheService
 
+from prompt_studio.prompt_studio_core_v2.constants import IndexingStatus
+
 
 class DocumentIndexingService:
     CACHE_PREFIX = "document_indexing:"
@@ -36,16 +35,14 @@ def mark_document_indexed(
     @classmethod
     def get_indexed_document_id(
         cls, org_id: str, user_id: str, doc_id_key: str
-    ) -> Optional[str]:
+    ) -> str | None:
         result = CacheService.get_key(cls._cache_key(org_id, user_id, doc_id_key))
         if result and result != IndexingStatus.STARTED_STATUS.value:
             return result
         return None
 
     @classmethod
-    def remove_document_indexing(
-        cls, org_id: str, user_id: str, doc_id_key: str
-    ) -> None:
+    def remove_document_indexing(cls, org_id: str, user_id: str, doc_id_key: str) -> None:
         CacheService.delete_a_key(cls._cache_key(org_id, user_id, doc_id_key))
 
     @classmethod
diff --git a/backend/prompt_studio/prompt_studio_core_v2/exceptions.py b/backend/prompt_studio/prompt_studio_core_v2/exceptions.py
index 21590931f..ebf4911e3 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/exceptions.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/exceptions.py
@@ -1,8 +1,7 @@
-from typing import Optional
+from rest_framework.exceptions import APIException
 
 from prompt_studio.prompt_profile_manager_v2.constants import ProfileManagerKeys
 from prompt_studio.prompt_studio_core_v2.constants import ToolStudioErrors
-from rest_framework.exceptions import APIException
 
 
 class PlatformServiceError(APIException):
@@ -19,7 +18,7 @@ class IndexingAPIError(APIException):
     status_code = 500
     default_detail = "Error while indexing file"
 
-    def __init__(self, detail: Optional[str] = None, status_code: int = 500):
+    def __init__(self, detail: str | None = None, status_code: int = 500):
         super().__init__(detail)
         self.status_code = status_code
 
@@ -28,7 +27,7 @@ class ExtractionAPIError(APIException):
     status_code = 500
     default_detail = "Error while extracting file"
 
-    def __init__(self, detail: Optional[str] = None, status_code: int = 500):
+    def __init__(self, detail: str | None = None, status_code: int = 500):
         super().__init__(detail)
         self.status_code = status_code
 
@@ -37,7 +36,7 @@ class AnswerFetchError(APIException):
     status_code = 500
     default_detail = "Error occured while fetching response for the prompt"
 
-    def __init__(self, detail: Optional[str] = None, status_code: int = 500):
+    def __init__(self, detail: str | None = None, status_code: int = 500):
         super().__init__(detail)
         self.status_code = status_code
 
@@ -106,7 +105,7 @@ class PromptNotRun(APIException):
         "Please execute the prompt first and try again."
     )
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[int] = None):
+    def __init__(self, detail: str | None = None, code: int | None = None):
         if detail is not None:
             self.detail = detail
         if code is not None:
diff --git a/backend/prompt_studio/prompt_studio_core_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_studio_core_v2/migrations/0001_initial.py
index 7719320ca..f93b9e9e4 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/prompt_studio/prompt_studio_core_v2/models.py b/backend/prompt_studio/prompt_studio_core_v2/models.py
index 3a6cc9da5..de34f6410 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/models.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/models.py
@@ -6,9 +6,6 @@
 from adapter_processor_v2.models import AdapterInstance
 from django.db import models
 from django.db.models import QuerySet
-from prompt_studio.prompt_studio_core_v2.constants import DefaultPrompts
-from unstract.sdk.file_storage.constants import StorageType
-from unstract.sdk.file_storage.env_helper import EnvHelper
 from utils.file_storage.constants import FileStorageKeys
 from utils.file_storage.helpers.prompt_studio_file_helper import PromptStudioFileHelper
 from utils.models.base_model import BaseModel
@@ -17,11 +14,14 @@
     DefaultOrganizationMixin,
 )
 
+from prompt_studio.prompt_studio_core_v2.constants import DefaultPrompts
+from unstract.sdk.file_storage.constants import StorageType
+from unstract.sdk.file_storage.env_helper import EnvHelper
+
 logger = logging.getLogger(__name__)
 
 
 class CustomToolModelManager(DefaultOrganizationManagerMixin, models.Manager):
-
     def for_user(self, user: User) -> QuerySet[Any]:
         return (
             self.get_queryset()
diff --git a/backend/prompt_studio/prompt_studio_core_v2/prompt_ide_base_tool.py b/backend/prompt_studio/prompt_studio_core_v2/prompt_ide_base_tool.py
index 43b4b1098..0dc82c12a 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/prompt_ide_base_tool.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/prompt_ide_base_tool.py
@@ -1,18 +1,18 @@
 import os
 
 from platform_settings_v2.platform_auth_service import PlatformAuthenticationService
+from utils.file_storage.constants import FileStorageKeys
+
 from prompt_studio.prompt_studio_core_v2.constants import ToolStudioKeys
 from unstract.sdk.constants import LogLevel
 from unstract.sdk.file_storage.constants import StorageType
 from unstract.sdk.file_storage.env_helper import EnvHelper
 from unstract.sdk.tool.stream import StreamMixin
-from utils.file_storage.constants import FileStorageKeys
 
 
 class PromptIdeBaseTool(StreamMixin):
     def __init__(self, log_level: LogLevel = LogLevel.INFO, org_id: str = "") -> None:
-        """
-        Args:
+        """Args:
             tool (UnstractAbstractTool): Instance of UnstractAbstractTool
         Notes:
             - PLATFORM_SERVICE_API_KEY environment variable is required.
diff --git a/backend/prompt_studio/prompt_studio_core_v2/prompt_studio_helper.py b/backend/prompt_studio/prompt_studio_core_v2/prompt_studio_helper.py
index e55e1cd62..c90325100 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/prompt_studio_helper.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/prompt_studio_helper.py
@@ -4,7 +4,7 @@
 import time
 import uuid
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.constants import Common
 from account_v2.models import User
@@ -12,6 +12,10 @@
 from adapter_processor_v2.models import AdapterInstance
 from django.conf import settings
 from django.db.models.manager import BaseManager
+from utils.file_storage.constants import FileStorageKeys
+from utils.file_storage.helpers.prompt_studio_file_helper import PromptStudioFileHelper
+from utils.local_context import StateStore
+
 from prompt_studio.modifier_loader import ModifierConfig
 from prompt_studio.modifier_loader import load_plugins as load_modifier_plugins
 from prompt_studio.processor_loader import get_plugin_class_by_name
@@ -20,10 +24,13 @@
 from prompt_studio.prompt_profile_manager_v2.profile_manager_helper import (
     ProfileManagerHelper,
 )
-from prompt_studio.prompt_studio_core_v2.constants import ExecutionSource
+from prompt_studio.prompt_studio_core_v2.constants import (
+    ExecutionSource,
+    IndexingStatus,
+    LogLevels,
+    ToolStudioPromptKeys,
+)
 from prompt_studio.prompt_studio_core_v2.constants import IndexingConstants as IKeys
-from prompt_studio.prompt_studio_core_v2.constants import IndexingStatus, LogLevels
-from prompt_studio.prompt_studio_core_v2.constants import ToolStudioPromptKeys
 from prompt_studio.prompt_studio_core_v2.constants import (
     ToolStudioPromptKeys as TSPKeys,
 )
@@ -54,17 +61,13 @@
     OutputManagerHelper,
 )
 from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
+from unstract.core.pubsub_helper import LogPublisher
 from unstract.sdk.constants import LogLevel
 from unstract.sdk.exceptions import IndexingError, SdkError
 from unstract.sdk.file_storage.constants import StorageType
 from unstract.sdk.file_storage.env_helper import EnvHelper
 from unstract.sdk.prompt import PromptTool
 from unstract.sdk.utils.indexing_utils import IndexingUtils
-from utils.file_storage.constants import FileStorageKeys
-from utils.file_storage.helpers.prompt_studio_file_helper import PromptStudioFileHelper
-from utils.local_context import StateStore
-
-from unstract.core.pubsub_helper import LogPublisher
 
 logger = logging.getLogger(__name__)
 
@@ -151,7 +154,6 @@ def validate_adapter_status(
             PermissionError: If the owner does not have permission to perform
               the action.
         """
-
         error_msg = "Permission Error: Free usage for the configured trial adapter exhausted.Please connect your own service accounts to continue.Please see our documentation for more details:https://docs.unstract.com/unstract_platform/setup_accounts/whats_needed"  # noqa: E501
         adapters = [
             profile_manager.llm,
@@ -486,9 +488,9 @@ def prompt_responder(
         org_id: str,
         user_id: str,
         document_id: str,
-        id: Optional[str] = None,
+        id: str | None = None,
         run_id: str = None,
-        profile_manager_id: Optional[str] = None,
+        profile_manager_id: str | None = None,
     ) -> Any:
         """Execute chain/single run of the prompts. Makes a call to prompt
         service and returns the dict of response.
@@ -740,7 +742,7 @@ def _fetch_response(
         document_id: str,
         run_id: str,
         user_id: str,
-        profile_manager_id: Optional[str] = None,
+        profile_manager_id: str | None = None,
     ) -> Any:
         """Utility function to invoke prompt service. Used internally.
 
@@ -762,7 +764,6 @@ def _fetch_response(
         Returns:
             Any: Output from LLM
         """
-
         # Fetch the ProfileManager instance using the profile_manager_id if provided
         profile_manager = prompt.profile_manager
         if profile_manager_id:
@@ -770,10 +771,10 @@ def _fetch_response(
                 profile_manager_id=profile_manager_id
             )
 
-        monitor_llm_instance: Optional[AdapterInstance] = tool.monitor_llm
-        monitor_llm: Optional[str] = None
-        challenge_llm_instance: Optional[AdapterInstance] = tool.challenge_llm
-        challenge_llm: Optional[str] = None
+        monitor_llm_instance: AdapterInstance | None = tool.monitor_llm
+        monitor_llm: str | None = None
+        challenge_llm_instance: AdapterInstance | None = tool.challenge_llm
+        challenge_llm: str | None = None
         if monitor_llm_instance:
             monitor_llm = str(monitor_llm_instance.id)
         else:
@@ -905,9 +906,9 @@ def _fetch_response(
         output[TSPKeys.EVAL_SETTINGS] = {}
         output[TSPKeys.EVAL_SETTINGS][TSPKeys.EVAL_SETTINGS_EVALUATE] = prompt.evaluate
         output[TSPKeys.EVAL_SETTINGS][TSPKeys.EVAL_SETTINGS_MONITOR_LLM] = [monitor_llm]
-        output[TSPKeys.EVAL_SETTINGS][
-            TSPKeys.EVAL_SETTINGS_EXCLUDE_FAILED
-        ] = tool.exclude_failed
+        output[TSPKeys.EVAL_SETTINGS][TSPKeys.EVAL_SETTINGS_EXCLUDE_FAILED] = (
+            tool.exclude_failed
+        )
         for attr in dir(prompt):
             if attr.startswith(TSPKeys.EVAL_METRIC_PREFIX):
                 attr_val = getattr(prompt, attr)
@@ -980,11 +981,7 @@ def fetch_table_settings_if_enabled(
         tool_id: str,
         output: dict[str, Any],
     ) -> dict[str, Any]:
-
-        if (
-            prompt.enforce_type == TSPKeys.TABLE
-            or prompt.enforce_type == TSPKeys.RECORD
-        ):
+        if prompt.enforce_type == TSPKeys.TABLE or prompt.enforce_type == TSPKeys.RECORD:
             extract_doc_path: str = (
                 PromptStudioHelper._get_extract_or_summary_document_path(
                     org_id, user_id, tool_id, doc_name, TSPKeys.EXTRACT
@@ -1017,7 +1014,7 @@ def dynamic_indexer(
         reindex: bool = False,
         run_id: str = None,
         enable_highlight: bool = False,
-        doc_id_key: Optional[str] = None,
+        doc_id_key: str | None = None,
     ) -> Any:
         """Used to index a file based on the passed arguments.
 
@@ -1037,7 +1034,6 @@ def dynamic_indexer(
         Returns:
             str: Index key for the combination of arguments
         """
-
         if profile_manager.chunk_size == 0:
             PromptStudioIndexHelper.handle_index_manager(
                 document_id=document_id,
@@ -1058,7 +1054,6 @@ def dynamic_indexer(
             directory, "extract", os.path.splitext(filename)[0] + ".txt"
         )
         try:
-
             usage_kwargs = {"run_id": run_id}
             # Orginal file name with which file got uploaded in prompt studio
             usage_kwargs["file_name"] = filename
@@ -1141,9 +1136,7 @@ def dynamic_indexer(
                 LogLevels.RUN,
                 f"Indexing failed : {e}",
             )
-            raise IndexingAPIError(
-                f"Error while indexing '{doc_name}'. {str(e)}"
-            ) from e
+            raise IndexingAPIError(f"Error while indexing '{doc_name}'. {str(e)}") from e
 
     @staticmethod
     def _fetch_single_pass_response(
@@ -1160,8 +1153,8 @@ def _fetch_single_pass_response(
         grammar: list[dict[str, Any]] = []
         prompt_grammar = tool.prompt_grammer
         default_profile = ProfileManager.get_default_llm_profile(tool)
-        challenge_llm_instance: Optional[AdapterInstance] = tool.challenge_llm
-        challenge_llm: Optional[str] = None
+        challenge_llm_instance: AdapterInstance | None = tool.challenge_llm
+        challenge_llm: str | None = None
         # Using default profile manager llm if challenge_llm is None
         if challenge_llm_instance:
             challenge_llm = str(challenge_llm_instance.id)
@@ -1242,9 +1235,7 @@ def _fetch_single_pass_response(
 
         if tool.summarize_as_source:
             path = Path(file_path)
-            file_path = str(
-                path.parent.parent / TSPKeys.SUMMARIZE / (path.stem + ".txt")
-            )
+            file_path = str(path.parent.parent / TSPKeys.SUMMARIZE / (path.stem + ".txt"))
         file_hash = fs_instance.get_hash_from_file(path=file_path)
         logger.info("payload constructued, calling prompt service..")
         payload = {
@@ -1281,7 +1272,7 @@ def _fetch_single_pass_response(
         return output_response
 
     @staticmethod
-    def get_tool_from_tool_id(tool_id: str) -> Optional[CustomTool]:
+    def get_tool_from_tool_id(tool_id: str) -> CustomTool | None:
         try:
             tool: CustomTool = CustomTool.objects.get(tool_id=tool_id)
             return tool
@@ -1297,11 +1288,11 @@ def dynamic_extractor(
         profile_manager: ProfileManager,
         document_id: str,
         doc_id: str,
-        reindex: Optional[bool] = False,
+        reindex: bool | None = False,
     ) -> str:
         x2text = str(profile_manager.x2text.id)
         is_extracted: bool = False
-        extract_file_path: Optional[str] = None
+        extract_file_path: str | None = None
         extracted_text = ""
         directory, filename = os.path.split(file_path)
         extract_file_path = os.path.join(
diff --git a/backend/prompt_studio/prompt_studio_core_v2/prompt_variable_service.py b/backend/prompt_studio/prompt_studio_core_v2/prompt_variable_service.py
index f55108bd2..243cb10f3 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/prompt_variable_service.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/prompt_variable_service.py
@@ -15,14 +15,12 @@ class VariableType(str, Enum):
 
 
 class VariableConstants:
-
     VARIABLE_REGEX = "{{(.+?)}}"
     DYNAMIC_VARIABLE_DATA_REGEX = r"\[(.*?)\]"
     DYNAMIC_VARIABLE_URL_REGEX = r"(?i)\b((?:https?://|www\d{0,3}[.]|[a-z0-9.\-]+[.][a-z]{2,4}/)(?:[^\s()<>]+|\(([^\s()<>]+|(\([^\s()<>]+\)))*\))+(?:\(([^\s()<>]+|(\([^\s()<>]+\)))*\)|[^\s`!()\[\]{};:'\".,<>?«»“”‘’]))"  # noqa: E501
 
 
 class PromptStudioVariableService:
-
     @staticmethod
     def fetch_variable_outputs(variable: str, doc_id: str, tool_id: str) -> Any:
         variable_prompt: ToolStudioPrompt = ToolStudioPrompt.objects.get(
diff --git a/backend/prompt_studio/prompt_studio_core_v2/serializers.py b/backend/prompt_studio/prompt_studio_core_v2/serializers.py
index 30bc76199..328719996 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/serializers.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/serializers.py
@@ -4,6 +4,11 @@
 from account_v2.models import User
 from account_v2.serializer import UserSerializer
 from django.core.exceptions import ObjectDoesNotExist
+from rest_framework import serializers
+from utils.FileValidator import FileValidator
+from utils.serializer.integrity_error_mixin import IntegrityErrorMixin
+
+from backend.serializers import AuditSerializer
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
 from prompt_studio.prompt_studio_core_v2.constants import ToolStudioKeys as TSKeys
 from prompt_studio.prompt_studio_core_v2.exceptions import DefaultProfileError
@@ -12,11 +17,6 @@
 )
 from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
 from prompt_studio.prompt_studio_v2.serializers import ToolStudioPromptSerializer
-from rest_framework import serializers
-from utils.FileValidator import FileValidator
-from utils.serializer.integrity_error_mixin import IntegrityErrorMixin
-
-from backend.serializers import AuditSerializer
 
 from .models import CustomTool
 
diff --git a/backend/prompt_studio/prompt_studio_core_v2/urls.py b/backend/prompt_studio/prompt_studio_core_v2/urls.py
index 0abc1c436..e519e7567 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/urls.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/urls.py
@@ -79,9 +79,7 @@
         ),
         path(
             "prompt-studio/index-document/<uuid:pk>",
-            method_decorator(transaction.non_atomic_requests)(
-                prompt_studio_prompt_index
-            ),
+            method_decorator(transaction.non_atomic_requests)(prompt_studio_prompt_index),
             name="prompt-studio-prompt-index",
         ),
         path(
diff --git a/backend/prompt_studio/prompt_studio_core_v2/views.py b/backend/prompt_studio/prompt_studio_core_v2/views.py
index 6d259afbf..5f7d114ee 100644
--- a/backend/prompt_studio/prompt_studio_core_v2/views.py
+++ b/backend/prompt_studio/prompt_studio_core_v2/views.py
@@ -1,6 +1,6 @@
 import logging
 import uuid
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.custom_exceptions import DuplicateData
 from django.db import IntegrityError
@@ -9,6 +9,15 @@
 from file_management.constants import FileInformationKey as FileKey
 from file_management.exceptions import FileNotFound
 from permissions.permission import IsOwner, IsOwnerOrSharedUser
+from rest_framework import status, viewsets
+from rest_framework.decorators import action
+from rest_framework.request import Request
+from rest_framework.response import Response
+from rest_framework.versioning import URLPathVersioning
+from tool_instance_v2.models import ToolInstance
+from utils.file_storage.helpers.prompt_studio_file_helper import PromptStudioFileHelper
+from utils.user_session import UserSessionUtils
+
 from prompt_studio.processor_loader import get_plugin_class_by_name
 from prompt_studio.processor_loader import load_plugins as load_processor_plugins
 from prompt_studio.prompt_profile_manager_v2.constants import (
@@ -47,15 +56,7 @@
 from prompt_studio.prompt_studio_v2.constants import ToolStudioPromptErrors
 from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
 from prompt_studio.prompt_studio_v2.serializers import ToolStudioPromptSerializer
-from rest_framework import status, viewsets
-from rest_framework.decorators import action
-from rest_framework.request import Request
-from rest_framework.response import Response
-from rest_framework.versioning import URLPathVersioning
-from tool_instance_v2.models import ToolInstance
 from unstract.sdk.utils.common_utils import CommonUtils
-from utils.file_storage.helpers.prompt_studio_file_helper import PromptStudioFileHelper
-from utils.user_session import UserSessionUtils
 
 from .models import CustomTool
 from .serializers import (
@@ -84,7 +85,7 @@ def get_permissions(self) -> list[Any]:
 
         return [IsOwnerOrSharedUser()]
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         return CustomTool.objects.for_user(self.request.user)
 
     def create(self, request: HttpRequest) -> Response:
@@ -215,9 +216,7 @@ def index_document(self, request: HttpRequest, pk: Any = None) -> Response:
         tool = self.get_object()
         serializer = PromptStudioIndexSerializer(data=request.data)
         serializer.is_valid(raise_exception=True)
-        document_id: str = serializer.validated_data.get(
-            ToolStudioPromptKeys.DOCUMENT_ID
-        )
+        document_id: str = serializer.validated_data.get(ToolStudioPromptKeys.DOCUMENT_ID)
         document: DocumentManager = DocumentManager.objects.get(pk=document_id)
         file_name: str = document.document_name
         # Generate a run_id
@@ -306,7 +305,6 @@ def single_pass_extraction(self, request: HttpRequest, pk: uuid) -> Response:
 
     @action(detail=True, methods=["get"])
     def list_of_shared_users(self, request: HttpRequest, pk: Any = None) -> Response:
-
         custom_tool = (
             self.get_object()
         )  # Assuming you have a get_object method in your viewset
@@ -383,12 +381,11 @@ def fetch_contents_ide(self, request: HttpRequest, pk: Any = None) -> Response:
         filename_without_extension = file_name.rsplit(".", 1)[0]
         if view_type == FileViewTypes.EXTRACT:
             file_name = (
-                f"{FileViewTypes.EXTRACT.lower()}/" f"{filename_without_extension}.txt"
+                f"{FileViewTypes.EXTRACT.lower()}/{filename_without_extension}.txt"
             )
         if view_type == FileViewTypes.SUMMARIZE:
             file_name = (
-                f"{FileViewTypes.SUMMARIZE.lower()}/"
-                f"{filename_without_extension}.txt"
+                f"{FileViewTypes.SUMMARIZE.lower()}/{filename_without_extension}.txt"
             )
         try:
             contents = PromptStudioFileHelper.fetch_file_contents(
@@ -425,9 +422,7 @@ def upload_for_ide(self, request: HttpRequest, pk: Any = None) -> Response:
                     uploaded_file, file_name
                 )
 
-            logger.info(
-                f"Uploading file: {file_name}" if file_name else "Uploading file"
-            )
+            logger.info(f"Uploading file: {file_name}" if file_name else "Uploading file")
 
             PromptStudioFileHelper.upload_for_ide(
                 org_id=UserSessionUtils.get_organization_id(request),
@@ -455,9 +450,7 @@ def delete_for_ide(self, request: HttpRequest, pk: uuid) -> Response:
         custom_tool = self.get_object()
         serializer = FileInfoIdeSerializer(data=request.data)
         serializer.is_valid(raise_exception=True)
-        document_id: str = serializer.validated_data.get(
-            ToolStudioPromptKeys.DOCUMENT_ID
-        )
+        document_id: str = serializer.validated_data.get(ToolStudioPromptKeys.DOCUMENT_ID)
         org_id = UserSessionUtils.get_organization_id(request)
         user_id = custom_tool.created_by.user_id
         document: DocumentManager = DocumentManager.objects.get(pk=document_id)
diff --git a/backend/prompt_studio/prompt_studio_document_manager_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_studio_document_manager_v2/migrations/0001_initial.py
index 388dd6e0a..09410b51a 100644
--- a/backend/prompt_studio/prompt_studio_document_manager_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_studio_document_manager_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/prompt_studio/prompt_studio_document_manager_v2/models.py b/backend/prompt_studio/prompt_studio_document_manager_v2/models.py
index d29978c16..15c76c508 100644
--- a/backend/prompt_studio/prompt_studio_document_manager_v2/models.py
+++ b/backend/prompt_studio/prompt_studio_document_manager_v2/models.py
@@ -2,9 +2,10 @@
 
 from account_v2.models import User
 from django.db import models
-from prompt_studio.prompt_studio_core_v2.models import CustomTool
 from utils.models.base_model import BaseModel
 
+from prompt_studio.prompt_studio_core_v2.models import CustomTool
+
 
 class DocumentManager(BaseModel):
     """Model to store the document details."""
diff --git a/backend/prompt_studio/prompt_studio_document_manager_v2/views.py b/backend/prompt_studio/prompt_studio_document_manager_v2/views.py
index 6ae916490..25fdd0b6b 100644
--- a/backend/prompt_studio/prompt_studio_document_manager_v2/views.py
+++ b/backend/prompt_studio/prompt_studio_document_manager_v2/views.py
@@ -1,15 +1,14 @@
-from typing import Optional
-
 from django.db.models import QuerySet
+from rest_framework import viewsets
+from rest_framework.versioning import URLPathVersioning
+from utils.filtering import FilterHelper
+
 from prompt_studio.prompt_studio_document_manager_v2.serializers import (
     PromptStudioDocumentManagerSerializer,
 )
 from prompt_studio.prompt_studio_output_manager_v2.constants import (
     PromptStudioOutputManagerKeys,
 )
-from rest_framework import viewsets
-from rest_framework.versioning import URLPathVersioning
-from utils.filtering import FilterHelper
 
 from .models import DocumentManager
 
@@ -18,7 +17,7 @@ class PromptStudioDocumentManagerView(viewsets.ModelViewSet):
     versioning_class = URLPathVersioning
     serializer_class = PromptStudioDocumentManagerSerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filter_args = FilterHelper.build_filter_args(
             self.request,
             PromptStudioOutputManagerKeys.TOOL_ID,
diff --git a/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0001_initial.py
index 53b6be990..eb110f7b6 100644
--- a/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0002_indexmanager_extraction_status.py b/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0002_indexmanager_extraction_status.py
index b1b0789c1..09e40e973 100644
--- a/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0002_indexmanager_extraction_status.py
+++ b/backend/prompt_studio/prompt_studio_index_manager_v2/migrations/0002_indexmanager_extraction_status.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_index_manager_v2", "0001_initial"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_index_manager_v2/models.py b/backend/prompt_studio/prompt_studio_index_manager_v2/models.py
index 328cd6031..2bba038fa 100644
--- a/backend/prompt_studio/prompt_studio_index_manager_v2/models.py
+++ b/backend/prompt_studio/prompt_studio_index_manager_v2/models.py
@@ -6,13 +6,14 @@
 from django.db import models
 from django.db.models.signals import pre_delete
 from django.dispatch import receiver
+from utils.models.base_model import BaseModel
+from utils.user_context import UserContext
+
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
 from prompt_studio.prompt_studio_core_v2.prompt_ide_base_tool import PromptIdeBaseTool
 from prompt_studio.prompt_studio_document_manager_v2.models import DocumentManager
 from unstract.sdk.constants import LogLevel
 from unstract.sdk.vector_db import VectorDB
-from utils.models.base_model import BaseModel
-from utils.user_context import UserContext
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/prompt_studio/prompt_studio_index_manager_v2/prompt_studio_index_helper.py b/backend/prompt_studio/prompt_studio_index_manager_v2/prompt_studio_index_helper.py
index 255045588..739f3fb3f 100644
--- a/backend/prompt_studio/prompt_studio_index_manager_v2/prompt_studio_index_helper.py
+++ b/backend/prompt_studio/prompt_studio_index_manager_v2/prompt_studio_index_helper.py
@@ -2,6 +2,7 @@
 import logging
 
 from django.db import transaction
+
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
 from prompt_studio.prompt_studio_core_v2.exceptions import IndexingAPIError
 from prompt_studio.prompt_studio_document_manager_v2.models import DocumentManager
@@ -20,9 +21,7 @@ def handle_index_manager(
         is_summary: bool = False,
     ) -> IndexManager:
         try:
-
             with transaction.atomic():
-
                 document: DocumentManager = DocumentManager.objects.get(pk=document_id)
 
                 index_id = "raw_index_id"
@@ -72,8 +71,7 @@ def handle_index_manager(
     def mark_extraction_status(
         document_id: str, profile_manager: ProfileManager, doc_id: str
     ) -> bool:
-        """
-        Marks the extraction status for a given document.
+        """Marks the extraction status for a given document.
 
         Args:
             document_id (str): ID of the document in DocumentManager.
@@ -129,8 +127,7 @@ def mark_extraction_status(
     def check_extraction_status(
         document_id: str, profile_manager: ProfileManager, doc_id: str
     ) -> bool:
-        """
-        Checks if the extraction status is already marked as complete
+        """Checks if the extraction status is already marked as complete
         for the given document and doc_id.
 
         Args:
diff --git a/backend/prompt_studio/prompt_studio_index_manager_v2/views.py b/backend/prompt_studio/prompt_studio_index_manager_v2/views.py
index 57d81c1dd..4c3423b0f 100644
--- a/backend/prompt_studio/prompt_studio_index_manager_v2/views.py
+++ b/backend/prompt_studio/prompt_studio_index_manager_v2/views.py
@@ -1,13 +1,12 @@
-from typing import Optional
-
 from django.db.models import QuerySet
+from rest_framework import viewsets
+from rest_framework.versioning import URLPathVersioning
+from utils.filtering import FilterHelper
+
 from prompt_studio.prompt_studio_index_manager_v2.constants import IndexManagerKeys
 from prompt_studio.prompt_studio_index_manager_v2.serializers import (
     IndexManagerSerializer,
 )
-from rest_framework import viewsets
-from rest_framework.versioning import URLPathVersioning
-from utils.filtering import FilterHelper
 
 from .models import IndexManager
 
@@ -16,7 +15,7 @@ class IndexManagerView(viewsets.ModelViewSet):
     versioning_class = URLPathVersioning
     serializer_class = IndexManagerSerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filter_args = FilterHelper.build_filter_args(
             self.request,
             IndexManagerKeys.PROFILE_MANAGER,
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0001_initial.py
index 76218a734..dc113d01d 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0002_promptstudiooutputmanager_highlight_data.py b/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0002_promptstudiooutputmanager_highlight_data.py
index a3c14683b..6a227ca19 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0002_promptstudiooutputmanager_highlight_data.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0002_promptstudiooutputmanager_highlight_data.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_output_manager_v2", "0001_initial"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0003_promptstudiooutputmanager_confidence_data.py b/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0003_promptstudiooutputmanager_confidence_data.py
index 693d5a0e6..bbb2208e4 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0003_promptstudiooutputmanager_confidence_data.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/migrations/0003_promptstudiooutputmanager_confidence_data.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         (
             "prompt_studio_output_manager_v2",
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/models.py b/backend/prompt_studio/prompt_studio_output_manager_v2/models.py
index ab61a4b23..e18cb5698 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/models.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/models.py
@@ -2,11 +2,12 @@
 
 from account_v2.models import User
 from django.db import models
+from utils.models.base_model import BaseModel
+
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
 from prompt_studio.prompt_studio_core_v2.models import CustomTool
 from prompt_studio.prompt_studio_document_manager_v2.models import DocumentManager
 from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
-from utils.models.base_model import BaseModel
 
 
 class PromptStudioOutputManager(BaseModel):
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_helper.py b/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_helper.py
index 35ac876b1..39cff534a 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_helper.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_helper.py
@@ -1,8 +1,9 @@
 import json
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from django.core.exceptions import ObjectDoesNotExist
+
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
 from prompt_studio.prompt_studio_core_v2.exceptions import (
     AnswerFetchError,
@@ -33,7 +34,7 @@ def handle_prompt_output_update(
         document_id: str,
         is_single_pass_extract: bool,
         metadata: dict[str, Any],
-        profile_manager_id: Optional[str] = None,
+        profile_manager_id: str | None = None,
     ) -> list[dict[str, Any]]:
         """Handles updating prompt outputs in the database and returns
         serialized data.
@@ -59,29 +60,28 @@ def update_or_create_prompt_output(
             eval_metrics: list[Any],
             tool: CustomTool,
             context: str,
-            challenge_data: Optional[dict[str, Any]],
-            highlight_data: Optional[dict[str, Any]],
-            confidence_data: Optional[dict[str, Any]],
+            challenge_data: dict[str, Any] | None,
+            highlight_data: dict[str, Any] | None,
+            confidence_data: dict[str, Any] | None,
         ) -> PromptStudioOutputManager:
             """Handles creating or updating a single prompt output and returns
-            the instance."""
+            the instance.
+            """
             try:
-                prompt_output, success = (
-                    PromptStudioOutputManager.objects.get_or_create(
-                        document_manager=document_manager,
-                        tool_id=tool,
-                        profile_manager=profile_manager,
-                        prompt_id=prompt,
-                        is_single_pass_extract=is_single_pass_extract,
-                        defaults={
-                            "output": output,
-                            "eval_metrics": eval_metrics,
-                            "context": context,
-                            "challenge_data": challenge_data,
-                            "highlight_data": highlight_data,
-                            "confidence_data": confidence_data,
-                        },
-                    )
+                prompt_output, success = PromptStudioOutputManager.objects.get_or_create(
+                    document_manager=document_manager,
+                    tool_id=tool,
+                    profile_manager=profile_manager,
+                    prompt_id=prompt,
+                    is_single_pass_extract=is_single_pass_extract,
+                    defaults={
+                        "output": output,
+                        "eval_metrics": eval_metrics,
+                        "context": context,
+                        "challenge_data": challenge_data,
+                        "highlight_data": highlight_data,
+                        "confidence_data": confidence_data,
+                    },
                 )
 
                 if success:
@@ -180,7 +180,7 @@ def update_or_create_prompt_output(
 
     @staticmethod
     def get_default_profile(
-        profile_manager_id: Optional[str], tool: CustomTool
+        profile_manager_id: str | None, tool: CustomTool
     ) -> ProfileManager:
         if profile_manager_id:
             return OutputManagerHelper.fetch_profile_manager(profile_manager_id)
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_util.py b/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_util.py
index b5b6a957d..3035a1a26 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_util.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/output_manager_util.py
@@ -11,8 +11,7 @@ def get_coverage(
         prompt_id: str = None,
         is_single_pass: bool = False,
     ) -> list[str]:
-        """
-        Method to fetch coverage data for given tool and profile manager.
+        """Method to fetch coverage data for given tool and profile manager.
 
         Args:
             tool_id (str): The ID of the tool for which coverage is fetched.
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/serializers.py b/backend/prompt_studio/prompt_studio_output_manager_v2/serializers.py
index 649829b53..275e4a095 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/serializers.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/serializers.py
@@ -17,7 +17,6 @@ class Meta:
         fields = "__all__"
 
     def to_representation(self, instance):
-
         data = super().to_representation(instance)
         try:
             token_usage = UsageHelper.get_aggregated_token_count(instance.run_id)
diff --git a/backend/prompt_studio/prompt_studio_output_manager_v2/views.py b/backend/prompt_studio/prompt_studio_output_manager_v2/views.py
index 6dad053c9..c0c002d80 100644
--- a/backend/prompt_studio/prompt_studio_output_manager_v2/views.py
+++ b/backend/prompt_studio/prompt_studio_output_manager_v2/views.py
@@ -1,9 +1,16 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from django.core.exceptions import ObjectDoesNotExist
 from django.db.models import QuerySet
 from django.http import HttpRequest
+from rest_framework import status, viewsets
+from rest_framework.exceptions import APIException
+from rest_framework.response import Response
+from rest_framework.versioning import URLPathVersioning
+from utils.common_utils import CommonUtils
+from utils.filtering import FilterHelper
+
 from prompt_studio.prompt_studio_output_manager_v2.constants import (
     PromptOutputManagerErrorMessage,
     PromptStudioOutputManagerKeys,
@@ -15,12 +22,6 @@
     PromptStudioOutputSerializer,
 )
 from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
-from rest_framework import status, viewsets
-from rest_framework.exceptions import APIException
-from rest_framework.response import Response
-from rest_framework.versioning import URLPathVersioning
-from utils.common_utils import CommonUtils
-from utils.filtering import FilterHelper
 
 from .models import PromptStudioOutputManager
 
@@ -31,7 +32,7 @@ class PromptStudioOutputView(viewsets.ModelViewSet):
     versioning_class = URLPathVersioning
     serializer_class = PromptStudioOutputSerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filter_args = FilterHelper.build_filter_args(
             self.request,
             PromptStudioOutputManagerKeys.TOOL_ID,
diff --git a/backend/prompt_studio/prompt_studio_registry_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_studio_registry_v2/migrations/0001_initial.py
index 9e5e86693..471e77e91 100644
--- a/backend/prompt_studio/prompt_studio_registry_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_studio_registry_v2/migrations/0001_initial.py
@@ -3,13 +3,13 @@
 import uuid
 
 import django.db.models.deletion
-import prompt_studio.prompt_studio_registry_v2.fields
 from django.conf import settings
 from django.db import migrations, models
 
+import prompt_studio.prompt_studio_registry_v2.fields
+
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/prompt_studio/prompt_studio_registry_v2/models.py b/backend/prompt_studio/prompt_studio_registry_v2/models.py
index 332ca34ea..c4cd54cc0 100644
--- a/backend/prompt_studio/prompt_studio_registry_v2/models.py
+++ b/backend/prompt_studio/prompt_studio_registry_v2/models.py
@@ -5,17 +5,18 @@
 from account_v2.models import User
 from django.db import models
 from django.db.models import QuerySet
+from utils.models.base_model import BaseModel
+from utils.models.organization_mixin import (
+    DefaultOrganizationManagerMixin,
+    DefaultOrganizationMixin,
+)
+
 from prompt_studio.prompt_studio_registry_v2.fields import (
     ToolMetadataJSONField,
     ToolPropertyJSONField,
     ToolSpecJSONField,
 )
 from prompt_studio.prompt_studio_v2.models import CustomTool
-from utils.models.base_model import BaseModel
-from utils.models.organization_mixin import (
-    DefaultOrganizationManagerMixin,
-    DefaultOrganizationMixin,
-)
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py b/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py
index 8590c1b03..51e21c375 100644
--- a/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py
+++ b/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py
@@ -1,10 +1,11 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import User
 from adapter_processor_v2.models import AdapterInstance
 from django.conf import settings
 from django.db import IntegrityError
+
 from prompt_studio.modifier_loader import ModifierConfig
 from prompt_studio.modifier_loader import load_plugins as load_modifier_plugins
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
@@ -110,7 +111,7 @@ def frame_properties(tool: CustomTool) -> Properties:
     @staticmethod
     def get_tool_by_prompt_registry_id(
         prompt_registry_id: str,
-    ) -> Optional[Tool]:
+    ) -> Tool | None:
         """Gets the `Tool` associated with a prompt registry ID if it exists.
 
         Args:
@@ -120,9 +121,7 @@ def get_tool_by_prompt_registry_id(
             Optional[Tool]: The `Tool` exported from Prompt Studio
         """
         try:
-            prompt_registry_tool = PromptStudioRegistry.objects.get(
-                pk=prompt_registry_id
-            )
+            prompt_registry_tool = PromptStudioRegistry.objects.get(pk=prompt_registry_id)
         # Suppress all exceptions to allow processing
         except Exception as e:
             logger.warning(
@@ -254,8 +253,8 @@ def frame_export_json(
         export_metadata[JsonSchemaKey.TOOL_ID] = str(tool.tool_id)
 
         default_llm_profile = ProfileManager.get_default_llm_profile(tool)
-        challenge_llm_instance: Optional[AdapterInstance] = tool.challenge_llm
-        challenge_llm: Optional[str] = None
+        challenge_llm_instance: AdapterInstance | None = tool.challenge_llm
+        challenge_llm: str | None = None
         # Using default profile manager llm if challenge_llm is None
         if challenge_llm_instance:
             challenge_llm = str(challenge_llm_instance.id)
diff --git a/backend/prompt_studio/prompt_studio_registry_v2/serializers.py b/backend/prompt_studio/prompt_studio_registry_v2/serializers.py
index bbabe78a2..059c19293 100644
--- a/backend/prompt_studio/prompt_studio_registry_v2/serializers.py
+++ b/backend/prompt_studio/prompt_studio_registry_v2/serializers.py
@@ -28,7 +28,6 @@ class Meta:
         )
 
     def get_prompt_studio_users(self, obj: PromptStudioRegistry) -> Any:
-
         prompt_studio_users = obj.custom_tool.shared_users
         return UserSerializer(prompt_studio_users, many=True).data
 
diff --git a/backend/prompt_studio/prompt_studio_registry_v2/views.py b/backend/prompt_studio/prompt_studio_registry_v2/views.py
index c7248ab20..3e92fb812 100644
--- a/backend/prompt_studio/prompt_studio_registry_v2/views.py
+++ b/backend/prompt_studio/prompt_studio_registry_v2/views.py
@@ -1,14 +1,14 @@
 import logging
-from typing import Optional
 
 from django.db.models import QuerySet
+from rest_framework import viewsets
+from rest_framework.versioning import URLPathVersioning
+from utils.filtering import FilterHelper
+
 from prompt_studio.prompt_studio_registry_v2.constants import PromptStudioRegistryKeys
 from prompt_studio.prompt_studio_registry_v2.serializers import (
     PromptStudioRegistrySerializer,
 )
-from rest_framework import viewsets
-from rest_framework.versioning import URLPathVersioning
-from utils.filtering import FilterHelper
 
 from .models import PromptStudioRegistry
 
@@ -17,12 +17,13 @@
 
 class PromptStudioRegistryView(viewsets.ModelViewSet):
     """Driver class to handle export and registering of custom tools to private
-    tool hub."""
+    tool hub.
+    """
 
     versioning_class = URLPathVersioning
     serializer_class = PromptStudioRegistrySerializer
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filterArgs = FilterHelper.build_filter_args(
             self.request,
             PromptStudioRegistryKeys.PROMPT_REGISTRY_ID,
diff --git a/backend/prompt_studio/prompt_studio_v2/controller.py b/backend/prompt_studio/prompt_studio_v2/controller.py
index a2eb12630..f36bf0d7c 100644
--- a/backend/prompt_studio/prompt_studio_v2/controller.py
+++ b/backend/prompt_studio/prompt_studio_v2/controller.py
@@ -1,13 +1,14 @@
 import logging
 
 from django.db import models
+from rest_framework import status
+from rest_framework.request import Request
+from rest_framework.response import Response
+
 from prompt_studio.prompt_studio_v2.constants import ToolStudioPromptKeys
 from prompt_studio.prompt_studio_v2.helper import PromptStudioHelper
 from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
 from prompt_studio.prompt_studio_v2.serializers import ReorderPromptsSerializer
-from rest_framework import status
-from rest_framework.request import Request
-from rest_framework.response import Response
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/prompt_studio/prompt_studio_v2/helper.py b/backend/prompt_studio/prompt_studio_v2/helper.py
index 442ef463f..9d58ead66 100644
--- a/backend/prompt_studio/prompt_studio_v2/helper.py
+++ b/backend/prompt_studio/prompt_studio_v2/helper.py
@@ -25,7 +25,6 @@ def reorder_prompts_helper(
             list[dict[str, int]]: A list of updated prompt data with their IDs
             and new sequence numbers.
         """
-
         prompt_instance = prompt_model.objects.get(pk=prompt_id)
         tool_id = prompt_instance.tool_id
 
diff --git a/backend/prompt_studio/prompt_studio_v2/migrations/0001_initial.py b/backend/prompt_studio/prompt_studio_v2/migrations/0001_initial.py
index 79fefe9c3..62767aded 100644
--- a/backend/prompt_studio/prompt_studio_v2/migrations/0001_initial.py
+++ b/backend/prompt_studio/prompt_studio_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -55,9 +54,7 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "prompt",
-                    models.TextField(
-                        blank=True, db_comment="Field to store the prompt"
-                    ),
+                    models.TextField(blank=True, db_comment="Field to store the prompt"),
                 ),
                 ("sequence_number", models.IntegerField(blank=True, null=True)),
                 (
diff --git a/backend/prompt_studio/prompt_studio_v2/migrations/0002_alter_toolstudioprompt_enforce_type.py b/backend/prompt_studio/prompt_studio_v2/migrations/0002_alter_toolstudioprompt_enforce_type.py
index 86c53d99f..d5e6ccb27 100644
--- a/backend/prompt_studio/prompt_studio_v2/migrations/0002_alter_toolstudioprompt_enforce_type.py
+++ b/backend/prompt_studio/prompt_studio_v2/migrations/0002_alter_toolstudioprompt_enforce_type.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_v2", "0001_initial"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_v2/migrations/0003_toolstudioprompt_required.py b/backend/prompt_studio/prompt_studio_v2/migrations/0003_toolstudioprompt_required.py
index 69a1d0eaf..ad9ee25f0 100644
--- a/backend/prompt_studio/prompt_studio_v2/migrations/0003_toolstudioprompt_required.py
+++ b/backend/prompt_studio/prompt_studio_v2/migrations/0003_toolstudioprompt_required.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_v2", "0002_alter_toolstudioprompt_enforce_type"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_v2/migrations/0004_alter_toolstudioprompt_required.py b/backend/prompt_studio/prompt_studio_v2/migrations/0004_alter_toolstudioprompt_required.py
index 58dba3d26..e2b3f6703 100644
--- a/backend/prompt_studio/prompt_studio_v2/migrations/0004_alter_toolstudioprompt_required.py
+++ b/backend/prompt_studio/prompt_studio_v2/migrations/0004_alter_toolstudioprompt_required.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_v2", "0003_toolstudioprompt_required"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_v2/migrations/0005_alter_toolstudioprompt_required.py b/backend/prompt_studio/prompt_studio_v2/migrations/0005_alter_toolstudioprompt_required.py
index bdd843050..d7e9b7a57 100644
--- a/backend/prompt_studio/prompt_studio_v2/migrations/0005_alter_toolstudioprompt_required.py
+++ b/backend/prompt_studio/prompt_studio_v2/migrations/0005_alter_toolstudioprompt_required.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_v2", "0004_alter_toolstudioprompt_required"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_v2/migrations/0006_alter_toolstudioprompt_enforce_type.py b/backend/prompt_studio/prompt_studio_v2/migrations/0006_alter_toolstudioprompt_enforce_type.py
index 8dc5a79d4..515b1e50c 100644
--- a/backend/prompt_studio/prompt_studio_v2/migrations/0006_alter_toolstudioprompt_enforce_type.py
+++ b/backend/prompt_studio/prompt_studio_v2/migrations/0006_alter_toolstudioprompt_enforce_type.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("prompt_studio_v2", "0005_alter_toolstudioprompt_required"),
     ]
diff --git a/backend/prompt_studio/prompt_studio_v2/models.py b/backend/prompt_studio/prompt_studio_v2/models.py
index 68f14d39f..6ec75f97e 100644
--- a/backend/prompt_studio/prompt_studio_v2/models.py
+++ b/backend/prompt_studio/prompt_studio_v2/models.py
@@ -2,9 +2,10 @@
 
 from account_v2.models import User
 from django.db import models
+from utils.models.base_model import BaseModel
+
 from prompt_studio.prompt_profile_manager_v2.models import ProfileManager
 from prompt_studio.prompt_studio_core_v2.models import CustomTool
-from utils.models.base_model import BaseModel
 
 
 class ToolStudioPrompt(BaseModel):
@@ -21,17 +22,23 @@ class EnforceType(models.TextChoices):
         BOOLEAN = "boolean", "Response sent as boolean"
         JSON = "json", "Response sent as json"
         TABLE = "table", "Response sent as table"
-        RECORD = "record", (
-            "Response sent for records. "
-            "Entries of records are list of "
-            "logical and organized individual "
-            "entities with distint values"
+        RECORD = (
+            "record",
+            (
+                "Response sent for records. "
+                "Entries of records are list of "
+                "logical and organized individual "
+                "entities with distint values"
+            ),
         )
-        LINE_ITEM = "line-item", (
-            "Response sent as line-item "
-            "which is large a JSON output. "
-            "If extraction stopped due to token limitation, "
-            "we try to continue extraction from where it stopped"
+        LINE_ITEM = (
+            "line-item",
+            (
+                "Response sent as line-item "
+                "which is large a JSON output. "
+                "If extraction stopped due to token limitation, "
+                "we try to continue extraction from where it stopped"
+            ),
         )
 
     class PromptType(models.TextChoices):
diff --git a/backend/prompt_studio/prompt_studio_v2/views.py b/backend/prompt_studio/prompt_studio_v2/views.py
index ad9062674..f120baf15 100644
--- a/backend/prompt_studio/prompt_studio_v2/views.py
+++ b/backend/prompt_studio/prompt_studio_v2/views.py
@@ -1,11 +1,4 @@
-from typing import Optional
-
 from django.db.models import QuerySet
-from prompt_studio.permission import PromptAcesssToUser
-from prompt_studio.prompt_studio_v2.constants import ToolStudioPromptKeys
-from prompt_studio.prompt_studio_v2.controller import PromptStudioController
-from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
-from prompt_studio.prompt_studio_v2.serializers import ToolStudioPromptSerializer
 from rest_framework import viewsets
 from rest_framework.decorators import action
 from rest_framework.request import Request
@@ -13,6 +6,12 @@
 from rest_framework.versioning import URLPathVersioning
 from utils.filtering import FilterHelper
 
+from prompt_studio.permission import PromptAcesssToUser
+from prompt_studio.prompt_studio_v2.constants import ToolStudioPromptKeys
+from prompt_studio.prompt_studio_v2.controller import PromptStudioController
+from prompt_studio.prompt_studio_v2.models import ToolStudioPrompt
+from prompt_studio.prompt_studio_v2.serializers import ToolStudioPromptSerializer
+
 
 class ToolStudioPromptView(viewsets.ModelViewSet):
     """Viewset to handle all Tool Studio prompt related API logics.
@@ -31,7 +30,7 @@ class ToolStudioPromptView(viewsets.ModelViewSet):
     serializer_class = ToolStudioPromptSerializer
     permission_classes: list[type[PromptAcesssToUser]] = [PromptAcesssToUser]
 
-    def get_queryset(self) -> Optional[QuerySet]:
+    def get_queryset(self) -> QuerySet | None:
         filter_args = FilterHelper.build_filter_args(
             self.request,
             ToolStudioPromptKeys.TOOL_ID,
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 5704366e5..bacfded4e 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -1,20 +1,23 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-backend"
 version = "0.0.1"
 description = "Unstract backend built with Django to build and schedule ETL pipelines around unstructured data."
-authors = [
-	{name = "Zipstack Inc.", email = "devsupport@zipstack.com"}
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+classifiers = [
+    "Private :: Do Not Upload",
+    "Framework :: Django",
+    "Programming Language :: Python",
 ]
+
 dependencies = [
-    "Authlib==1.2.1", # For Auth plugins
-    "boto3~=1.34.0", # For Unstract-cloud-storage
-    "celery>=5.3.4", # For Celery
-    "flower>=2.0.1", # Celery Monitoring
-    "cron-descriptor==1.4.0", # For cron string description
+    "Authlib==1.2.1",              # For Auth plugins
+    "boto3~=1.34.0",               # For Unstract-cloud-storage
+    "celery>=5.3.4",               # For Celery
+    "flower>=2.0.1",               # Celery Monitoring
+    "cron-descriptor==1.4.0",      # For cron string description
     "cryptography>=41.0.7",
     "django==4.2.1",
     "djangorestframework==3.14.0",
@@ -25,110 +28,109 @@ dependencies = [
     "django-redis==5.4.0",
     "django-tenants==3.5.0",
     "drf-standardized-errors>=0.12.6",
-    "drf-yasg==1.21.7", # For API docs
+    "drf-yasg==1.21.7",                # For API docs
     "psycopg2-binary==2.9.9",
     "python-dotenv==1.0.0",
-    "python-magic==0.4.27", # For file upload/download
-    "python-socketio==5.9.0", # For log_events
-    "social-auth-app-django==5.3.0", # For OAuth
-    "social-auth-core==4.4.2", # For OAuth
-    #ToDo: Temporarily removing the extra dependencies of aws and gcs from unstract-sdk
-    #to resolve lock file. Will have to be re-looked into
-    "unstract-sdk[azure]~=0.62.1",
+    "python-magic==0.4.27",            # For file upload/download
+    "python-socketio==5.9.0",          # For log_events
+    "social-auth-app-django==5.3.0",   # For OAuth
+    "social-auth-core==4.4.2",         # For OAuth
+    # TODO: Temporarily removing the extra dependencies of aws and gcs from unstract-sdk
+    # to resolve lock file. Will have to be re-looked into
+    "unstract-sdk~=0.70.0",
     "gcsfs==2024.10.0",
     "s3fs==2024.10.0",
-    # ! IMPORTANT!
-    # Indirect local dependencies usually need to be added in their own projects
-    # as: https://pdm-project.org/latest/usage/dependency/#local-dependencies.
-    #
-    # However, such indirect local dependencies which are not direct dependency of
-    # main project appear as absolute paths in pdm.lock of main project, making it
-    # impossible to check in the lock file.
-    #
-    # Hence required to add all indirect local dependencies too here.
-    "unstract-connectors @ file:///${PROJECT_ROOT}/../unstract/connectors",
-    "unstract-core @ file:///${PROJECT_ROOT}/../unstract/core",
-    "unstract-flags @ file:///${PROJECT_ROOT}/../unstract/flags",
-    "unstract-tool-registry @ file:///${PROJECT_ROOT}/../unstract/tool-registry",
-    "unstract-tool-sandbox @ file:///${PROJECT_ROOT}/../unstract/tool-sandbox",
-    "unstract-workflow-execution @ file:///${PROJECT_ROOT}/../unstract/workflow-execution",
-    "unstract-filesystem @ file:///${PROJECT_ROOT}/../unstract/filesystem",
     "azure-identity==1.16.0",
     "azure-mgmt-apimanagement==3.0.0",
     "croniter>=3.0.3",
     "django-filter>=24.3",
-]
-# <3.11.1 due to resolution error from Unstract SDK
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-classifiers = [
-	"Private :: Do Not Upload",
-	"Framework :: Django",
-	"Programming Language :: Python"
+    # Hence required to add all indirect local dependencies too here.
+    "unstract-connectors",
+    "unstract-core",
+    "unstract-flags",
+    "unstract-tool-registry",
+    "unstract-tool-sandbox",
+    "unstract-workflow-execution",
+    "unstract-filesystem",
 ]
 
-[tool.pdm.dev-dependencies]
-test = [
-    "pytest>=8.0.1",
-    "pytest-dotenv==0.5.2",
-]
+[dependency-groups]
 dev = [
-    "-e unstract-connectors @ file:///${PROJECT_ROOT}/../unstract/connectors",
-    "-e unstract-core @ file:///${PROJECT_ROOT}/../unstract/core",
-    "-e unstract-flags @ file:///${PROJECT_ROOT}/../unstract/flags",
-    "-e unstract-tool-registry @ file:///${PROJECT_ROOT}/../unstract/tool-registry",
-    "-e unstract-tool-sandbox @ file:///${PROJECT_ROOT}/../unstract/tool-sandbox",
-    "-e unstract-workflow-execution @ file:///${PROJECT_ROOT}/../unstract/workflow-execution",
-    "-e unstract-filesystem @ file:///${PROJECT_ROOT}/../unstract/filesystem",
+    "unstract-connectors",
+    "unstract-core",
+    "unstract-flags",
+    "unstract-tool-registry",
+    "unstract-tool-sandbox",
+    "unstract-workflow-execution",
+    "unstract-filesystem",
+    "unstract-sdk~=0.70.0rc1",
     # For file watching
     "inotify>=0.2.10",
+    "poethepoet>=0.33.1",
 ]
-
-[project.optional-dependencies]
+test = ["pytest>=8.0.1", "pytest-dotenv==0.5.2"]
 deploy = [
     "gunicorn~=23.0", # For serving the application
-    # Keep versions empty and let pdm decide version
+    # Keep versions empty and let uv decide version
     # since we use no code instrumentation and don't use in code
     "opentelemetry-distro",
     "opentelemetry-exporter-otlp",
 ]
 
+[tool.uv.sources]
+unstract-filesystem = { path = "../unstract/filesystem", editable = true }
+unstract-workflow-execution = { path = "../unstract/workflow-execution", editable = true }
+unstract-tool-sandbox = { path = "../unstract/tool-sandbox", editable = true }
+unstract-tool-registry = { path = "../unstract/tool-registry", editable = true }
+unstract-flags = { path = "../unstract/flags", editable = true }
+unstract-core = { path = "../unstract/core", editable = true }
+unstract-connectors = { path = "../unstract/connectors", editable = true }
+
+[tool.uv]
+constraint-dependencies = [
+    # (unstract-connectors) To address issue with Python 3.12 and Numpy 2.0
+    # https://github.com/numpy/numpy/issues/26710
+    "numpy<2.0.0", "pandas<2.2.0"
+]
+
 [tool.pytest.ini_options]
 env_files = "test.env" # Load env from particular env file
 addopts = "-s"
 
-[tool.pdm.resolution.overrides]
-aioboto3 = "13.1.1"
-aiobotocore = "2.13.1"
-boto3 = "1.34.131"
-
-[tool.pdm.scripts]
-# Commands for backend
-backend.cmd = "./entrypoint.sh"
-backend.env_file = ".env"
-backend.help = "Runs the Unstract backend"
-# Commands for backend db migration
-migrate_db.cmd = "python manage.py migrate"
-migrate_db.env_file = ".env"
-migrate_db.help = "Performs DB migrations for Unstract backend"
-# Commands for execution consumer
-worker.cmd = "celery -A backend worker --loglevel=info -Q celery --autoscale 4,1"
-worker.env_file = ".env"
-worker.help = "Runs the Unstract default worker"
-# Commands for log-manager
-worker-logging.cmd = "celery -A backend worker --loglevel=info -Q celery_periodic_logs,celery_log_task_queue --autoscale 4,1"
-worker-logging.env_file = ".env"
-worker-logging.help = "Runs the Unstract log management worker."
-# Commands for api deployment executor
-worker-api-deployment.cmd = "celery -A backend worker --loglevel=info -Q celery_api_deployments --autoscale 4,1"
-worker-api-deployment.env_file = ".env"
-worker-api-deployment.help = "Runs the Unstract API deployment worker."
-
-# Celery Flower
-flower.cmd = "celery -A backend flower --port=5555"
-flower.env_file = ".env"
-flower.help = "Runs the Unstract Celery Monitoring Tool"
-# Celery Beat
-beat.cmd = "celery -A backend beat --loglevel=info"
-beat.env_file = ".env"
-beat.help = "Runs the Unstract Celery Beat service"
+[tool.poe]
+envfile = ".env"
+
+[tool.poe.tasks.backend]
+cmd = "./entrypoint.sh"
+help = "Runs the Unstract backend (Gunicorn)"
+
+[tool.poe.tasks.migrate-db]
+cmd = "uv run manage.py migrate"
+help = "Performs DB migrations for Unstract backend"
+
+[tool.poe.tasks.worker]
+cmd = "celery -A backend worker --loglevel=info -Q celery --autoscale 4,1"
+help = "Runs the Unstract default worker"
+
+[tool.poe.tasks.worker-logging]
+cmd = "celery -A backend worker --loglevel=info -Q celery_periodic_logs,celery_log_task_queue --autoscale 4,1"
+help = "Runs the Unstract log management worker"
+
+[tool.poe.tasks.worker-api-deployment]
+cmd = "celery -A backend worker --loglevel=info -Q celery_api_deployments --autoscale 4,1"
+help = "Runs the Unstract API deployment worker"
+
+[tool.poe.tasks.flower]
+cmd = "celery -A backend flower --port=5555"
+help = "Runs the Unstract Celery Monitoring Tool"
+
+[tool.poe.tasks.beat]
+cmd = "celery -A backend beat --loglevel=info"
+help = "Runs the Unstract Celery Beat service"
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
+
+# [tool.hatch.build.targets.wheel]
+# packages = ["unstract"]
diff --git a/backend/scheduler/helper.py b/backend/scheduler/helper.py
index 2588d82b8..ad265ca45 100644
--- a/backend/scheduler/helper.py
+++ b/backend/scheduler/helper.py
@@ -3,6 +3,10 @@
 
 from pipeline_v2.models import Pipeline
 from rest_framework.serializers import ValidationError
+from utils.user_context import UserContext
+from workflow_manager.workflow_v2.constants import WorkflowKey
+from workflow_manager.workflow_v2.serializers import ExecuteWorkflowSerializer
+
 from scheduler.constants import SchedulerConstants as SC
 from scheduler.exceptions import JobDeletionError, JobSchedulingError
 from scheduler.serializer import AddJobSerializer
@@ -12,15 +16,11 @@
     disable_task,
     enable_task,
 )
-from utils.user_context import UserContext
-from workflow_manager.workflow_v2.constants import WorkflowKey
-from workflow_manager.workflow_v2.serializers import ExecuteWorkflowSerializer
 
 logger = logging.getLogger(__name__)
 
 
 class SchedulerHelper:
-
     @staticmethod
     def _schedule_task_job(pipeline: Pipeline, job_data: Any) -> None:
         if "cron_string" not in job_data:
@@ -56,7 +56,7 @@ def _schedule_task_job(pipeline: Pipeline, job_data: Any) -> None:
                 str(pipeline.pk),
                 # Added to remain backward compatible - remove after data migration
                 # which removes unused args in execute_pipeline_task
-                bool(False),
+                False,
                 str(name),
             ],
             enabled=pipeline.active,
diff --git a/backend/scheduler/serializer.py b/backend/scheduler/serializer.py
index 4b39a6d44..2cb0d6150 100644
--- a/backend/scheduler/serializer.py
+++ b/backend/scheduler/serializer.py
@@ -3,9 +3,9 @@
 
 from pipeline_v2.manager import PipelineManager
 from rest_framework import serializers
-from scheduler.constants import SchedulerConstants as SC
 
 from backend.constants import FieldLengthConstants as FieldLength
+from scheduler.constants import SchedulerConstants as SC
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/scheduler/tasks.py b/backend/scheduler/tasks.py
index 4a4f17849..a532c1453 100644
--- a/backend/scheduler/tasks.py
+++ b/backend/scheduler/tasks.py
@@ -1,7 +1,7 @@
 import json
 import logging
 import traceback
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.subscription_loader import load_plugins, validate_etl_run
 from celery import shared_task
@@ -109,9 +109,7 @@ def execute_pipeline_task_v2(
             except Exception as e:
                 logger.warning(f"Failed to disable task: {pipeline_id}. Error: {e}")
             return
-        PipelineProcessor.update_pipeline(
-            pipeline_id, Pipeline.PipelineStatus.INPROGRESS
-        )
+        PipelineProcessor.update_pipeline(pipeline_id, Pipeline.PipelineStatus.INPROGRESS)
         # Mark the File in file history to avoid duplicate execution
         # only for ETL and TASK execution
         use_file_history: bool = True
@@ -146,7 +144,7 @@ def delete_periodic_task(task_name: str) -> None:
         logger.error(f"Periodic task does not exist: {task_name}")
 
 
-def get_periodic_task(task_name: str) -> Optional[PeriodicTask]:
+def get_periodic_task(task_name: str) -> PeriodicTask | None:
     try:
         return PeriodicTask.objects.get(name=task_name)
     except PeriodicTask.DoesNotExist:
@@ -164,6 +162,4 @@ def enable_task(task_name: str) -> None:
     task = PeriodicTask.objects.get(name=task_name)
     task.enabled = True
     task.save()
-    PipelineProcessor.update_pipeline(
-        task_name, Pipeline.PipelineStatus.RESTARTING, True
-    )
+    PipelineProcessor.update_pipeline(task_name, Pipeline.PipelineStatus.RESTARTING, True)
diff --git a/backend/tags/helper.py b/backend/tags/helper.py
index d111d19ad..7a5d043a0 100644
--- a/backend/tags/helper.py
+++ b/backend/tags/helper.py
@@ -1,13 +1,13 @@
-from tags.models import Tag
 from workflow_manager.file_execution.models import WorkflowFileExecution
 from workflow_manager.workflow_v2.models import WorkflowExecution
 
+from tags.models import Tag
+
 
 class TagHelper:
     @staticmethod
     def list_workflow_executions(tag: Tag):
-        """
-        Lists all workflow executions that are tagged with the given tag.
+        """Lists all workflow executions that are tagged with the given tag.
 
         Args:
             tag (str): The tag to filter workflow executions by.
@@ -19,8 +19,7 @@ def list_workflow_executions(tag: Tag):
 
     @staticmethod
     def list_workflow_file_executions(tag: Tag):
-        """
-        Lists all workflow file executions that are tagged with the given tag.
+        """Lists all workflow file executions that are tagged with the given tag.
 
         Args:
             tag (str): The tag to filter workflow file executions by.
diff --git a/backend/tags/migrations/0001_initial.py b/backend/tags/migrations/0001_initial.py
index bad9070fa..dead944a4 100644
--- a/backend/tags/migrations/0001_initial.py
+++ b/backend/tags/migrations/0001_initial.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -31,9 +30,7 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "name",
-                    models.CharField(
-                        db_comment="Unique name of the tag", max_length=50
-                    ),
+                    models.CharField(db_comment="Unique name of the tag", max_length=50),
                 ),
                 (
                     "description",
diff --git a/backend/tags/models.py b/backend/tags/models.py
index 9154add7f..94c5c8cf5 100644
--- a/backend/tags/models.py
+++ b/backend/tags/models.py
@@ -11,8 +11,7 @@
 
 class TagModelManager(DefaultOrganizationManagerMixin, models.Manager):
     def get_or_create_tags(self, tag_names: list[str]) -> list["Tag"]:
-        """
-        Retrieves or creates tags based on a list of tag names.
+        """Retrieves or creates tags based on a list of tag names.
 
         Args:
             tag_names (list): A list of tag names to retrieve or create.
@@ -53,8 +52,7 @@ class Tag(DefaultOrganizationMixin, BaseModel):
 
     @classmethod
     def bulk_get_or_create(cls, tag_names: list[str]) -> list["Tag"]:
-        """
-        Class method to retrieve or create multiple tags for the current organization.
+        """Class method to retrieve or create multiple tags for the current organization.
 
         Args:
             tag_names (list): A list of tag names to retrieve or create.
diff --git a/backend/tags/serializers.py b/backend/tags/serializers.py
index 0b96b95eb..a0b63dbc6 100644
--- a/backend/tags/serializers.py
+++ b/backend/tags/serializers.py
@@ -3,6 +3,7 @@
 
 from rest_framework import serializers
 from rest_framework.serializers import CharField, ValidationError
+
 from tags.models import Tag
 
 
diff --git a/backend/tags/urls.py b/backend/tags/urls.py
index 39a230294..fd61d04ea 100644
--- a/backend/tags/urls.py
+++ b/backend/tags/urls.py
@@ -1,4 +1,5 @@
 from django.urls import path
+
 from tags.views import TagViewSet
 
 tag_list = TagViewSet.as_view(
diff --git a/backend/tags/views.py b/backend/tags/views.py
index aae6819fe..828f58470 100644
--- a/backend/tags/views.py
+++ b/backend/tags/views.py
@@ -5,13 +5,14 @@
 from rest_framework.filters import OrderingFilter
 from rest_framework.permissions import IsAuthenticated
 from rest_framework.response import Response
-from tags.helper import TagHelper
-from tags.models import Tag
-from tags.serializers import TagSerializer
 from utils.pagination import CustomPagination
 from workflow_manager.file_execution.serializers import WorkflowFileExecutionSerializer
 from workflow_manager.workflow_v2.serializers import WorkflowExecutionSerializer
 
+from tags.helper import TagHelper
+from tags.models import Tag
+from tags.serializers import TagSerializer
+
 
 class TagViewSet(viewsets.ModelViewSet):
     permission_classes = [IsAuthenticated, IsOrganizationMember]
@@ -21,8 +22,7 @@ class TagViewSet(viewsets.ModelViewSet):
     filter_backends = [DjangoFilterBackend, OrderingFilter]
 
     def get_queryset(self):
-        """
-        Retrieve the base queryset for the Tag model, allowing additional
+        """Retrieve the base queryset for the Tag model, allowing additional
         filtering or customization if needed. Defaults to using the manager's
         get_queryset method.
 
@@ -31,8 +31,7 @@ def get_queryset(self):
 
     @action(detail=True, methods=["get"], url_path="workflow-executions")
     def workflow_executions(self, request, pk=None):
-        """
-        Custom action to list all WorkflowExecution instances associated
+        """Custom action to list all WorkflowExecution instances associated
         with a specific Tag.
         """
         try:
@@ -54,8 +53,7 @@ def workflow_executions(self, request, pk=None):
 
     @action(detail=True, methods=["get"], url_path="workflow-file-executions")
     def workflow_file_executions(self, request, pk=None):
-        """
-        Custom action to list all WorkflowFileExecution instances associated
+        """Custom action to list all WorkflowFileExecution instances associated
         with a specific Tag.
         """
         try:
diff --git a/backend/tenant_account_v2/invitation_urls.py b/backend/tenant_account_v2/invitation_urls.py
index aed1f37a1..5395c10ef 100644
--- a/backend/tenant_account_v2/invitation_urls.py
+++ b/backend/tenant_account_v2/invitation_urls.py
@@ -1,4 +1,5 @@
 from django.urls import path
+
 from tenant_account_v2.invitation_views import InvitationViewSet
 
 invitation_list = InvitationViewSet.as_view(
diff --git a/backend/tenant_account_v2/invitation_views.py b/backend/tenant_account_v2/invitation_views.py
index adbd72695..d1e2f900b 100644
--- a/backend/tenant_account_v2/invitation_views.py
+++ b/backend/tenant_account_v2/invitation_views.py
@@ -6,9 +6,10 @@
 from rest_framework.decorators import action
 from rest_framework.request import Request
 from rest_framework.response import Response
-from tenant_account_v2.serializer import ListInvitationsResponseSerializer
 from utils.user_session import UserSessionUtils
 
+from tenant_account_v2.serializer import ListInvitationsResponseSerializer
+
 Logger = logging.getLogger(__name__)
 
 
diff --git a/backend/tenant_account_v2/migrations/0001_initial.py b/backend/tenant_account_v2/migrations/0001_initial.py
index a8ab67c84..f6d1125ea 100644
--- a/backend/tenant_account_v2/migrations/0001_initial.py
+++ b/backend/tenant_account_v2/migrations/0001_initial.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/tenant_account_v2/organization_member_service.py b/backend/tenant_account_v2/organization_member_service.py
index 71fa4f215..c85376bd3 100644
--- a/backend/tenant_account_v2/organization_member_service.py
+++ b/backend/tenant_account_v2/organization_member_service.py
@@ -1,27 +1,27 @@
-from typing import Any, Optional
+from typing import Any
 
-from tenant_account_v2.models import OrganizationMember
 from utils.cache_service import CacheService
 
+from tenant_account_v2.models import OrganizationMember
+
 
 class OrganizationMemberService:
-
     @staticmethod
-    def get_user_by_email(email: str) -> Optional[OrganizationMember]:
+    def get_user_by_email(email: str) -> OrganizationMember | None:
         try:
             return OrganizationMember.objects.get(user__email=email)  # type: ignore
         except OrganizationMember.DoesNotExist:
             return None
 
     @staticmethod
-    def get_user_by_user_id(user_id: str) -> Optional[OrganizationMember]:
+    def get_user_by_user_id(user_id: str) -> OrganizationMember | None:
         try:
             return OrganizationMember.objects.get(user__user_id=user_id)  # type: ignore
         except OrganizationMember.DoesNotExist:
             return None
 
     @staticmethod
-    def get_user_by_id(id: str) -> Optional[OrganizationMember]:
+    def get_user_by_id(id: str) -> OrganizationMember | None:
         try:
             return OrganizationMember.objects.get(user=id)  # type: ignore
         except OrganizationMember.DoesNotExist:
diff --git a/backend/tenant_account_v2/serializer.py b/backend/tenant_account_v2/serializer.py
index 32165ef19..794746454 100644
--- a/backend/tenant_account_v2/serializer.py
+++ b/backend/tenant_account_v2/serializer.py
@@ -1,10 +1,11 @@
 from collections import OrderedDict
-from typing import Any, Optional, Union, cast
+from typing import Any, cast
 
 from account_v2.constants import Common
 from rest_framework import serializers
 from rest_framework.exceptions import ValidationError
 from rest_framework.serializers import ModelSerializer
+
 from tenant_account_v2.models import OrganizationMember
 
 
@@ -52,9 +53,7 @@ def __init__(self, *args: Any, **kwargs: Any) -> None:
         self.max_elements: int = kwargs.pop("max_elements", Common.MAX_EMAIL_IN_REQUEST)
         super().__init__(*args, **kwargs)
 
-    def validate(
-        self, data: list[dict[str, Union[str, None]]]
-    ) -> list[dict[str, Union[str, None]]]:
+    def validate(self, data: list[dict[str, str | None]]) -> list[dict[str, str | None]]:
         if len(data) > self.max_elements:
             raise ValidationError(
                 f"Exceeded maximum number of elements ({self.max_elements})"
@@ -81,9 +80,7 @@ class InviteUserSerializer(serializers.Serializer):
         max_elements=Common.MAX_EMAIL_IN_REQUEST,
     )
 
-    def get_users(
-        self, validated_data: dict[str, Any]
-    ) -> list[dict[str, Union[str, None]]]:
+    def get_users(self, validated_data: dict[str, Any]) -> list[dict[str, str | None]]:
         return validated_data.get("users", [])
 
 
@@ -94,9 +91,7 @@ class RemoveUserFromOrganizationSerializer(serializers.Serializer):
         max_elements=Common.MAX_EMAIL_IN_REQUEST,
     )
 
-    def get_user_emails(
-        self, validated_data: dict[str, Union[list[str], None]]
-    ) -> list[str]:
+    def get_user_emails(self, validated_data: dict[str, list[str] | None]) -> list[str]:
         return cast(list[str], validated_data.get(Common.USER_EMAILS, []))
 
 
@@ -104,21 +99,17 @@ class ChangeUserRoleRequestSerializer(serializers.Serializer):
     email = serializers.EmailField(required=True)
     role = serializers.CharField(required=True)
 
-    def get_user_email(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_user_email(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(Common.USER_EMAIL)
 
-    def get_user_role(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_user_role(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(Common.USER_ROLE)
 
 
 class DeleteInvitationRequestSerializer(serializers.Serializer):
     id = serializers.EmailField(required=True)
 
-    def get_id(self, validated_data: dict[str, Union[str, None]]) -> Optional[str]:
+    def get_id(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(Common.ID)
 
 
@@ -153,7 +144,6 @@ def to_representation(self, instance: Any) -> OrderedDict[str, Any]:
 
 
 class UpdateFlagSerializer(ModelSerializer):
-
     class Meta:
         model = OrganizationMember
         fields = ("is_login_onboarding_msg", "is_prompt_studio_onboarding_msg")
diff --git a/backend/tenant_account_v2/urls.py b/backend/tenant_account_v2/urls.py
index 50e46ab08..b964aff51 100644
--- a/backend/tenant_account_v2/urls.py
+++ b/backend/tenant_account_v2/urls.py
@@ -1,4 +1,5 @@
 from django.urls import include, path
+
 from tenant_account_v2 import invitation_urls, users_urls
 from tenant_account_v2.views import get_organization, get_roles, reset_password
 
diff --git a/backend/tenant_account_v2/users_urls.py b/backend/tenant_account_v2/users_urls.py
index 7b2765f3f..4ada4cd25 100644
--- a/backend/tenant_account_v2/users_urls.py
+++ b/backend/tenant_account_v2/users_urls.py
@@ -1,4 +1,5 @@
 from django.urls import path
+
 from tenant_account_v2.users_view import OrganizationUserViewSet
 
 organization_user_role = OrganizationUserViewSet.as_view(
diff --git a/backend/tenant_account_v2/users_view.py b/backend/tenant_account_v2/users_view.py
index b9deeea4f..813c98c85 100644
--- a/backend/tenant_account_v2/users_view.py
+++ b/backend/tenant_account_v2/users_view.py
@@ -6,6 +6,8 @@
 from rest_framework.decorators import action
 from rest_framework.request import Request
 from rest_framework.response import Response
+from utils.user_session import UserSessionUtils
+
 from tenant_account_v2.models import OrganizationMember
 from tenant_account_v2.organization_member_service import OrganizationMemberService
 from tenant_account_v2.serializer import (
@@ -17,7 +19,6 @@
     UserInfoSerializer,
     UserInviteResponseSerializer,
 )
-from utils.user_session import UserSessionUtils
 
 Logger = logging.getLogger(__name__)
 
@@ -89,9 +90,7 @@ def get_user_profile(self, request: Request) -> Response:
             serialized_user_info = UserInfoSerializer(user_info).data
             # Temporary fix for getting user role along with user info.
             # Proper implementation would be adding role field to UserInfo.
-            serialized_user_info["is_admin"] = auth_controller.is_admin_by_role(
-                role.role
-            )
+            serialized_user_info["is_admin"] = auth_controller.is_admin_by_role(role.role)
             # changes for displying onboarding msgs
             org_member = OrganizationMemberService.get_user_by_id(id=request.user.id)
             serialized_user_info["login_onboarding_message_displayed"] = (
diff --git a/backend/tenant_account_v2/views.py b/backend/tenant_account_v2/views.py
index e64cfd4c2..208967c18 100644
--- a/backend/tenant_account_v2/views.py
+++ b/backend/tenant_account_v2/views.py
@@ -8,12 +8,13 @@
 from rest_framework.decorators import api_view
 from rest_framework.request import Request
 from rest_framework.response import Response
+from utils.user_session import UserSessionUtils
+
 from tenant_account_v2.dto import OrganizationLoginResponse, ResetUserPasswordDto
 from tenant_account_v2.serializer import (
     GetRolesResponseSerializer,
     OrganizationLoginResponseSerializer,
 )
-from utils.user_session import UserSessionUtils
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/tool_instance_v2/exceptions.py b/backend/tool_instance_v2/exceptions.py
index 69c2c26a5..eaa43b917 100644
--- a/backend/tool_instance_v2/exceptions.py
+++ b/backend/tool_instance_v2/exceptions.py
@@ -1,14 +1,12 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
 class ToolInstanceBaseException(APIException):
     def __init__(
         self,
-        detail: Optional[str] = None,
-        code: Optional[int] = None,
-        tool_name: Optional[str] = None,
+        detail: str | None = None,
+        code: int | None = None,
+        tool_name: str | None = None,
     ) -> None:
         detail = detail or self.default_detail
         if tool_name is not None:
diff --git a/backend/tool_instance_v2/migrations/0001_initial.py b/backend/tool_instance_v2/migrations/0001_initial.py
index ed853fb12..1546bead4 100644
--- a/backend/tool_instance_v2/migrations/0001_initial.py
+++ b/backend/tool_instance_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/tool_instance_v2/models.py b/backend/tool_instance_v2/models.py
index a05e834b1..831e16276 100644
--- a/backend/tool_instance_v2/models.py
+++ b/backend/tool_instance_v2/models.py
@@ -13,9 +13,7 @@
 
 
 class ToolInstanceManager(models.Manager):
-    def get_instances_for_workflow(
-        self, workflow: uuid.UUID
-    ) -> QuerySet["ToolInstance"]:
+    def get_instances_for_workflow(self, workflow: uuid.UUID) -> QuerySet["ToolInstance"]:
         return self.filter(workflow=workflow)
 
 
diff --git a/backend/tool_instance_v2/serializers.py b/backend/tool_instance_v2/serializers.py
index bee77ccbb..5fe18047d 100644
--- a/backend/tool_instance_v2/serializers.py
+++ b/backend/tool_instance_v2/serializers.py
@@ -4,6 +4,11 @@
 
 from prompt_studio.prompt_studio_registry_v2.constants import PromptStudioRegistryKeys
 from rest_framework.serializers import ListField, Serializer, UUIDField, ValidationError
+from workflow_manager.workflow_v2.constants import WorkflowKey
+from workflow_manager.workflow_v2.models.workflow import Workflow
+
+from backend.constants import RequestKey
+from backend.serializers import AuditSerializer
 from tool_instance_v2.constants import ToolInstanceKey as TIKey
 from tool_instance_v2.constants import ToolKey
 from tool_instance_v2.exceptions import ToolDoesNotExist
@@ -11,11 +16,6 @@
 from tool_instance_v2.tool_instance_helper import ToolInstanceHelper
 from tool_instance_v2.tool_processor import ToolProcessor
 from unstract.tool_registry.dto import Tool
-from workflow_manager.workflow_v2.constants import WorkflowKey
-from workflow_manager.workflow_v2.models.workflow import Workflow
-
-from backend.constants import RequestKey
-from backend.serializers import AuditSerializer
 
 logger = logging.getLogger(__name__)
 
@@ -122,9 +122,7 @@ def validate(self, data: dict[str, Any]) -> dict[str, Any]:
             raise ValidationError(detail=msg)
 
         # Check if each tool instance exists in the workflow
-        existing_tool_instance_ids = workflow.tool_instances.values_list(
-            "id", flat=True
-        )
+        existing_tool_instance_ids = workflow.tool_instances.values_list("id", flat=True)
         for tool_instance_id in tool_instances:
             if tool_instance_id not in existing_tool_instance_ids:
                 raise ValidationError(
diff --git a/backend/tool_instance_v2/tool_instance_helper.py b/backend/tool_instance_v2/tool_instance_helper.py
index 5b489cb6e..8b9330bcb 100644
--- a/backend/tool_instance_v2/tool_instance_helper.py
+++ b/backend/tool_instance_v2/tool_instance_helper.py
@@ -1,7 +1,7 @@
 import logging
 import os
 import uuid
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import User
 from adapter_processor_v2.adapter_processor import AdapterProcessor
@@ -11,6 +11,8 @@
 from django.core.exceptions import ValidationError as DjangoValidationError
 from jsonschema.exceptions import ValidationError as JSONValidationError
 from prompt_studio.prompt_studio_registry_v2.models import PromptStudioRegistry
+from workflow_manager.workflow_v2.constants import WorkflowKey
+
 from tool_instance_v2.constants import JsonSchemaKey
 from tool_instance_v2.exceptions import ToolSettingValidationError
 from tool_instance_v2.models import ToolInstance
@@ -20,7 +22,6 @@
 from unstract.tool_registry.constants import AdapterPropertyKey
 from unstract.tool_registry.dto import Spec, Tool
 from unstract.tool_registry.tool_utils import ToolUtils
-from workflow_manager.workflow_v2.constants import WorkflowKey
 
 logger = logging.getLogger(__name__)
 
@@ -30,9 +31,9 @@ class ToolInstanceHelper:
     def get_tool_instances_by_workflow(
         workflow_id: str,
         order_by: str,
-        lookup: Optional[dict[str, Any]] = None,
-        offset: Optional[int] = None,
-        limit: Optional[int] = None,
+        lookup: dict[str, Any] | None = None,
+        offset: int | None = None,
+        limit: int | None = None,
     ) -> list[ToolInstance]:
         wf_filter = {}
         if lookup:
@@ -71,8 +72,10 @@ def update_instance_metadata(
             and JsonSchemaKey.ROOT_FOLDER in metadata
         ):
             input_connector_name = metadata[JsonSchemaKey.INPUT_FILE_CONNECTOR]
-            input_connector = ConnectorInstanceHelper.get_input_connector_instance_by_name_for_workflow(  # noqa
-                tool_instance.workflow_id, input_connector_name
+            input_connector = (
+                ConnectorInstanceHelper.get_input_connector_instance_by_name_for_workflow(  # noqa
+                    tool_instance.workflow_id, input_connector_name
+                )
             )
 
             if input_connector and "path" in input_connector.metadata:
@@ -124,8 +127,7 @@ def update_metadata_with_adapter_properties(
     def update_metadata_with_adapter_instances(
         metadata: dict[str, Any], tool_uid: str
     ) -> None:
-        """
-        Update the metadata dictionary with adapter instances.
+        """Update the metadata dictionary with adapter instances.
         Parameters:
             metadata (dict[str, Any]):
                 The metadata dictionary to be updated with adapter instances.
@@ -185,7 +187,7 @@ def update_metadata_with_adapter_instances(
     @staticmethod
     def get_altered_metadata(
         tool_instance: ToolInstance,
-    ) -> Optional[dict[str, Any]]:
+    ) -> dict[str, Any] | None:
         """Get altered metadata by resolving relative paths.
 
         This method retrieves the metadata from the given tool instance
@@ -220,8 +222,10 @@ def get_altered_metadata(
             and JsonSchemaKey.ROOT_FOLDER in metadata
         ):
             input_connector_name = metadata[JsonSchemaKey.INPUT_FILE_CONNECTOR]
-            input_connector = ConnectorInstanceHelper.get_input_connector_instance_by_name_for_workflow(  # noqa
-                tool_instance.workflow_id, input_connector_name
+            input_connector = (
+                ConnectorInstanceHelper.get_input_connector_instance_by_name_for_workflow(  # noqa
+                    tool_instance.workflow_id, input_connector_name
+                )
             )
             if input_connector and "path" in input_connector.metadata:
                 relative_path = ToolInstanceHelper.get_relative_path(
@@ -334,7 +338,6 @@ def validate_tool_settings(
         user: User, tool_uid: str, tool_meta: dict[str, Any]
     ) -> bool:
         """Function to validate Tools settings."""
-
         # check if exported tool is valid for the user who created workflow
         ToolInstanceHelper.validate_tool_access(user=user, tool_uid=tool_uid)
         ToolInstanceHelper.validate_adapter_permissions(
diff --git a/backend/tool_instance_v2/tool_processor.py b/backend/tool_instance_v2/tool_processor.py
index 0a88a5004..41193e2a7 100644
--- a/backend/tool_instance_v2/tool_processor.py
+++ b/backend/tool_instance_v2/tool_processor.py
@@ -1,6 +1,6 @@
 import logging
 import uuid
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.models import User
 from adapter_processor_v2.adapter_processor import AdapterProcessor
@@ -8,6 +8,7 @@
 from prompt_studio.prompt_studio_registry_v2.prompt_studio_registry_helper import (
     PromptStudioRegistryHelper,
 )
+
 from tool_instance_v2.exceptions import ToolDoesNotExist
 from unstract.sdk.adapters.enums import AdapterTypes
 from unstract.tool_registry.dto import Spec, Tool
@@ -23,9 +24,10 @@ class ToolProcessor:
     @staticmethod
     def get_tool_by_uid(tool_uid: str) -> Tool:
         """Function to get and instantiate a tool for a given tool
-        settingsId."""
+        settingsId.
+        """
         tool_registry = ToolRegistry()
-        tool: Optional[Tool] = tool_registry.get_tool_by_uid(tool_uid)
+        tool: Tool | None = tool_registry.get_tool_by_uid(tool_uid)
         # HACK: Assume tool_uid is prompt_registry_id for fetching a dynamic
         # tool made with Prompt Studio.
         if not tool:
@@ -56,9 +58,7 @@ def get_json_schema_for_tool(tool_uid: str, user: User) -> dict[str, str]:
         """Function to Get JSON Schema for Tools."""
         tool: Tool = ToolProcessor.get_tool_by_uid(tool_uid=tool_uid)
         schema: Spec = ToolUtils.get_json_schema_for_tool(tool)
-        ToolProcessor.update_schema_with_adapter_configurations(
-            schema=schema, user=user
-        )
+        ToolProcessor.update_schema_with_adapter_configurations(schema=schema, user=user)
         schema_json: dict[str, Any] = schema.to_dict()
         return schema_json
 
@@ -80,9 +80,7 @@ def update_schema_with_adapter_configurations(schema: Spec, user: User) -> None:
         ocr_keys = schema.get_ocr_adapter_properties_keys()
 
         if llm_keys:
-            adapters = AdapterProcessor.get_adapters_by_type(
-                AdapterTypes.LLM, user=user
-            )
+            adapters = AdapterProcessor.get_adapters_by_type(AdapterTypes.LLM, user=user)
             for key in llm_keys:
                 adapter_names = map(lambda adapter: str(adapter.adapter_name), adapters)
                 schema.properties[key]["enum"] = list(adapter_names)
@@ -112,9 +110,7 @@ def update_schema_with_adapter_configurations(schema: Spec, user: User) -> None:
                 schema.properties[key]["enum"] = list(adapter_names)
 
         if ocr_keys:
-            adapters = AdapterProcessor.get_adapters_by_type(
-                AdapterTypes.OCR, user=user
-            )
+            adapters = AdapterProcessor.get_adapters_by_type(AdapterTypes.OCR, user=user)
             for key in ocr_keys:
                 adapter_names = map(lambda adapter: str(adapter.adapter_name), adapters)
                 schema.properties[key]["enum"] = list(adapter_names)
diff --git a/backend/tool_instance_v2/urls.py b/backend/tool_instance_v2/urls.py
index 0866ecc4c..8f133b9e3 100644
--- a/backend/tool_instance_v2/urls.py
+++ b/backend/tool_instance_v2/urls.py
@@ -1,5 +1,6 @@
 from django.urls import path
 from rest_framework.urlpatterns import format_suffix_patterns
+
 from tool_instance_v2.views import ToolInstanceViewSet
 
 from . import views
@@ -12,12 +13,7 @@
 )
 tool_instance_detail = ToolInstanceViewSet.as_view(
     # fmt: off
-    {
-        "get": "retrieve",
-        "put": "update",
-        "patch": "partial_update",
-        "delete": "destroy"
-    }
+    {"get": "retrieve", "put": "update", "patch": "partial_update", "delete": "destroy"}
     # fmt: on
 )
 
diff --git a/backend/tool_instance_v2/views.py b/backend/tool_instance_v2/views.py
index 4067474ee..f4ca18756 100644
--- a/backend/tool_instance_v2/views.py
+++ b/backend/tool_instance_v2/views.py
@@ -10,9 +10,13 @@
 from rest_framework.request import Request
 from rest_framework.response import Response
 from rest_framework.versioning import URLPathVersioning
-from tool_instance_v2.constants import ToolInstanceErrors
+from utils.filtering import FilterHelper
+from utils.user_session import UserSessionUtils
+from workflow_manager.workflow_v2.constants import WorkflowKey
+
+from backend.constants import RequestKey
+from tool_instance_v2.constants import ToolInstanceErrors, ToolKey
 from tool_instance_v2.constants import ToolInstanceKey as TIKey
-from tool_instance_v2.constants import ToolKey
 from tool_instance_v2.exceptions import FetchToolListFailed, ToolFunctionIsMandatory
 from tool_instance_v2.models import ToolInstance
 from tool_instance_v2.serializers import (
@@ -21,11 +25,6 @@
 from tool_instance_v2.serializers import ToolInstanceSerializer
 from tool_instance_v2.tool_instance_helper import ToolInstanceHelper
 from tool_instance_v2.tool_processor import ToolProcessor
-from utils.filtering import FilterHelper
-from utils.user_session import UserSessionUtils
-from workflow_manager.workflow_v2.constants import WorkflowKey
-
-from backend.constants import RequestKey
 
 logger = logging.getLogger(__name__)
 
@@ -114,7 +113,6 @@ def create(self, request: Any) -> Response:
         workflow. Its an alternative to creating tool instances through
         the LLM response.
         """
-
         serializer = self.get_serializer(data=request.data)
         serializer.is_valid(raise_exception=True)
         try:
@@ -129,9 +127,7 @@ def create(self, request: Any) -> Response:
             instance, user=request.user
         )
         headers = self.get_success_headers(serializer.data)
-        return Response(
-            serializer.data, status=status.HTTP_201_CREATED, headers=headers
-        )
+        return Response(serializer.data, status=status.HTTP_201_CREATED, headers=headers)
 
     def perform_destroy(self, instance: ToolInstance) -> None:
         """Deletes a tool instance and decrements successor instance's steps.
diff --git a/backend/usage_v2/filter.py b/backend/usage_v2/filter.py
index 0a895a095..1ba4dd9ef 100644
--- a/backend/usage_v2/filter.py
+++ b/backend/usage_v2/filter.py
@@ -2,11 +2,12 @@
 
 from django.db.models import Q, QuerySet
 from django_filters import rest_framework as filters
-from usage_v2.models import Usage, UsageType
 from utils.date import DateTimeProcessor
 from workflow_manager.file_execution.models import WorkflowFileExecution
 from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 
+from usage_v2.models import Usage, UsageType
+
 
 class UsageFilter(filters.FilterSet):
     created_at_gte = filters.DateTimeFilter(field_name="created_at", lookup_expr="gte")
@@ -28,9 +29,7 @@ class Meta:
         }
 
     def filter_queryset(self, queryset: QuerySet) -> Any:
-        """
-        Apply all filters to the queryset, including smart date handling.
-        """
+        """Apply all filters to the queryset, including smart date handling."""
         # First apply parent's filtering
         queryset = super().filter_queryset(queryset)
 
@@ -44,18 +43,14 @@ def filter_queryset(self, queryset: QuerySet) -> Any:
         return queryset
 
     def filter_date_range(self, queryset: QuerySet, name: str, value: str) -> QuerySet:
-        """
-        Filters Usages based on the provided date range.
-        """
+        """Filters Usages based on the provided date range."""
         date_span = DateTimeProcessor.filter_date_range(value)
         if date_span:
             queryset = queryset.filter(created_at__gte=date_span.start_date)
         return queryset
 
     def filter_by_tag(self, queryset: QuerySet, name: str, value: str) -> Any:
-        """
-        Filters Usages based on the Tag ID or name.
-        """
+        """Filters Usages based on the Tag ID or name."""
         queryset: QuerySet = queryset.filter(
             Q(
                 run_id__in=WorkflowFileExecution.objects.filter(
@@ -70,9 +65,7 @@ def filter_by_tag(self, queryset: QuerySet, name: str, value: str) -> Any:
     def filter_by_execution_id(
         self, queryset: QuerySet, name: str, value: Any
     ) -> QuerySet:
-        """
-        Filters Usages based on the execution ID.
-        """
+        """Filters Usages based on the execution ID."""
         return queryset.filter(
             Q(
                 run_id__in=WorkflowFileExecution.objects.filter(
diff --git a/backend/usage_v2/helper.py b/backend/usage_v2/helper.py
index e77668d1a..9452547ac 100644
--- a/backend/usage_v2/helper.py
+++ b/backend/usage_v2/helper.py
@@ -45,9 +45,7 @@ def get_aggregated_token_count(run_id: str) -> dict:
 
             # Prepare the result dictionary with None as the default value
             result = {
-                UsageKeys.EMBEDDING_TOKENS: usage_summary.get(
-                    UsageKeys.EMBEDDING_TOKENS
-                ),
+                UsageKeys.EMBEDDING_TOKENS: usage_summary.get(UsageKeys.EMBEDDING_TOKENS),
                 UsageKeys.PROMPT_TOKENS: usage_summary.get(UsageKeys.PROMPT_TOKENS),
                 UsageKeys.COMPLETION_TOKENS: usage_summary.get(
                     UsageKeys.COMPLETION_TOKENS
@@ -67,8 +65,7 @@ def get_aggregated_token_count(run_id: str) -> dict:
 
     @staticmethod
     def aggregate_usage_metrics(queryset: QuerySet) -> dict[str, Any]:
-        """
-        Aggregate usage metrics from a queryset of Usage objects.
+        """Aggregate usage metrics from a queryset of Usage objects.
 
         Args:
             queryset (QuerySet): A queryset of Usage objects.
@@ -87,8 +84,7 @@ def aggregate_usage_metrics(queryset: QuerySet) -> dict[str, Any]:
     def format_usage_response(
         aggregated_data: dict[str, Any], start_date: datetime, end_date: datetime
     ) -> dict[str, Any]:
-        """
-        Format aggregated usage data into a structured response.
+        """Format aggregated usage data into a structured response.
 
         Args:
             aggregated_data (dict): Aggregated usage metrics.
diff --git a/backend/usage_v2/migrations/0001_initial.py b/backend/usage_v2/migrations/0001_initial.py
index e8f51a403..3c0c384ef 100644
--- a/backend/usage_v2/migrations/0001_initial.py
+++ b/backend/usage_v2/migrations/0001_initial.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -90,15 +89,11 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "model_name",
-                    models.CharField(
-                        db_comment="Name of the model used", max_length=255
-                    ),
+                    models.CharField(db_comment="Name of the model used", max_length=255),
                 ),
                 (
                     "embedding_tokens",
-                    models.IntegerField(
-                        db_comment="Number of tokens used for embedding"
-                    ),
+                    models.IntegerField(db_comment="Number of tokens used for embedding"),
                 ),
                 (
                     "prompt_tokens",
diff --git a/backend/usage_v2/migrations/0002_alter_usage_run_id.py b/backend/usage_v2/migrations/0002_alter_usage_run_id.py
index f2e310ca3..3ae26b1c9 100644
--- a/backend/usage_v2/migrations/0002_alter_usage_run_id.py
+++ b/backend/usage_v2/migrations/0002_alter_usage_run_id.py
@@ -9,7 +9,6 @@ def convert_empty_to_null(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("usage_v2", "0001_initial"),
     ]
diff --git a/backend/usage_v2/migrations/0003_usage_usage_executi_4deb35_idx.py b/backend/usage_v2/migrations/0003_usage_usage_executi_4deb35_idx.py
index 6a645fcf5..0ee1a9ac8 100644
--- a/backend/usage_v2/migrations/0003_usage_usage_executi_4deb35_idx.py
+++ b/backend/usage_v2/migrations/0003_usage_usage_executi_4deb35_idx.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("usage_v2", "0002_alter_usage_run_id"),
     ]
@@ -12,8 +11,6 @@ class Migration(migrations.Migration):
     operations = [
         migrations.AddIndex(
             model_name="usage",
-            index=models.Index(
-                fields=["execution_id"], name="usage_executi_4deb35_idx"
-            ),
+            index=models.Index(fields=["execution_id"], name="usage_executi_4deb35_idx"),
         ),
     ]
diff --git a/backend/usage_v2/models.py b/backend/usage_v2/models.py
index 9885f746e..8da3d751b 100644
--- a/backend/usage_v2/models.py
+++ b/backend/usage_v2/models.py
@@ -61,9 +61,7 @@ class Usage(DefaultOrganizationMixin, BaseModel):
     embedding_tokens = models.IntegerField(
         db_comment="Number of tokens used for embedding"
     )
-    prompt_tokens = models.IntegerField(
-        db_comment="Number of tokens used for the prompt"
-    )
+    prompt_tokens = models.IntegerField(db_comment="Number of tokens used for the prompt")
     completion_tokens = models.IntegerField(
         db_comment="Number of tokens used for the completion"
     )
diff --git a/backend/usage_v2/views.py b/backend/usage_v2/views.py
index a2d929a1d..1f1cfd79f 100644
--- a/backend/usage_v2/views.py
+++ b/backend/usage_v2/views.py
@@ -8,11 +8,12 @@
 from rest_framework.filters import OrderingFilter
 from rest_framework.permissions import IsAuthenticated
 from rest_framework.response import Response
-from usage_v2.filter import UsageFilter
 from utils.date import DateTimeProcessor
 from utils.pagination import CustomPagination
 from utils.user_context import UserContext
 
+from usage_v2.filter import UsageFilter
+
 from .constants import UsageKeys
 from .helper import UsageHelper
 from .models import Usage
@@ -32,20 +33,16 @@ class UsageView(viewsets.ModelViewSet):
     ordering_fields = ["created_at"]
 
     def get_queryset(self):
-        """
-        Returns a queryset filtered by the current user's organization.
-        """
+        """Returns a queryset filtered by the current user's organization."""
         user_organization = UserContext.get_organization()
         queryset = Usage.objects.filter(organization=user_organization)
         return queryset
 
     @action(detail=True, methods=["get"], url_path="aggregate")
     def aggregate(self, request: HttpRequest) -> Response:
-        """
-        Custom action to list Usage data for a given Tag, grouped by
+        """Custom action to list Usage data for a given Tag, grouped by
         WorkflowFileExecution.
         """
-
         date_range = DateTimeProcessor.process_date_range(
             start_date_param=request.query_params.get("created_at_gte"),
             end_date_param=request.query_params.get("created_at_lte"),
@@ -82,7 +79,6 @@ def get_token_usage(self, request: HttpRequest) -> Response:
                       with HTTP 200 OK status if successful, or an error message and
                       appropriate HTTP status if an error occurs.
         """
-
         # Validate the query parameters using the serializer
         # This ensures that 'run_id' is present and valid
         serializer = GetUsageSerializer(data=self.request.query_params)
diff --git a/backend/utils/FileValidator.py b/backend/utils/FileValidator.py
index 7b715a22e..4eff7a60f 100644
--- a/backend/utils/FileValidator.py
+++ b/backend/utils/FileValidator.py
@@ -1,13 +1,13 @@
 from collections.abc import Iterable
 from os.path import splitext
-from typing import Optional, TypedDict
+from typing import NotRequired, TypedDict, Unpack
 
 import magic
 from django.core.exceptions import ValidationError
 from django.core.files.uploadedfile import InMemoryUploadedFile
 from django.template.defaultfilters import filesizeformat
 from django.utils.translation import gettext_lazy as _
-from typing_extensions import NotRequired, Unpack
+
 from unstract.sdk.file_storage.constants import FileOperationParams
 
 
@@ -50,14 +50,14 @@ class FileValidator:
     )
 
     def __init__(self, **kwargs: Unpack[FileValidationParam]) -> None:
-        self.allowed_extensions: Optional[Iterable[str]] = kwargs.pop(
+        self.allowed_extensions: Iterable[str] | None = kwargs.pop(
             "allowed_extensions", None
         )
-        self.allowed_mimetypes: Optional[Iterable[str]] = kwargs.pop(
+        self.allowed_mimetypes: Iterable[str] | None = kwargs.pop(
             "allowed_mimetypes", None
         )
-        self.min_size: Optional[int] = kwargs.pop("min_size", 0)
-        self.max_size: Optional[int] = kwargs.pop("max_size", None)
+        self.min_size: int | None = kwargs.pop("min_size", 0)
+        self.max_size: int | None = kwargs.pop("max_size", None)
 
     def _check_file_extension(self, file: InMemoryUploadedFile) -> None:
         ext = splitext(file.name)[1][1:].lower()
diff --git a/backend/utils/cache_service.py b/backend/utils/cache_service.py
index 82107a7fa..80f67ee80 100644
--- a/backend/utils/cache_service.py
+++ b/backend/utils/cache_service.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 from django.conf import settings
 from django.core.cache import cache
@@ -9,7 +9,7 @@
 
 class CacheService:
     @staticmethod
-    def get_key(key: str) -> Optional[Any]:
+    def get_key(key: str) -> Any | None:
         data = cache.get(str(key))
         if data is not None:
             if isinstance(data, bytes):
@@ -19,9 +19,7 @@ def get_key(key: str) -> Optional[Any]:
         return data
 
     @staticmethod
-    def set_key(
-        key: str, value: Any, expire: int = int(settings.CACHE_TTL_SEC)
-    ) -> None:
+    def set_key(key: str, value: Any, expire: int = int(settings.CACHE_TTL_SEC)) -> None:
         cache.set(
             str(key),
             value,
@@ -81,9 +79,9 @@ def lrange(key, start_index, end_index) -> list[Any]:
 
     @staticmethod
     def remove_all_session_keys(
-        user_id: Optional[str] = None,
-        cookie_id: Optional[str] = None,
-        key: Optional[str] = None,
+        user_id: str | None = None,
+        cookie_id: str | None = None,
+        key: str | None = None,
     ) -> None:
         if cookie_id is not None:
             cache.delete(cookie_id)
diff --git a/backend/utils/common_utils.py b/backend/utils/common_utils.py
index 40ebaf93e..9ad1aeeae 100644
--- a/backend/utils/common_utils.py
+++ b/backend/utils/common_utils.py
@@ -64,5 +64,6 @@ class ModelEnum(Enum):
     @classmethod
     def choices(cls) -> list[tuple[str, str]]:
         """Class method implementing model.TextChoice's choices() to enable
-        using an enum in a model."""
+        using an enum in a model.
+        """
         return [(key.value, key.name) for key in cls]
diff --git a/backend/utils/constants.py b/backend/utils/constants.py
index bc5517d7a..500b0984b 100644
--- a/backend/utils/constants.py
+++ b/backend/utils/constants.py
@@ -1,6 +1,7 @@
 import os
 
 from django.conf import settings
+
 from utils.common_utils import CommonUtils
 
 os.environ.setdefault(
diff --git a/backend/utils/date/enums.py b/backend/utils/date/enums.py
index dc1c07989..9a1b3a874 100644
--- a/backend/utils/date/enums.py
+++ b/backend/utils/date/enums.py
@@ -3,6 +3,7 @@
 from typing import Optional
 
 from django.utils import timezone
+
 from utils.date.exceptions import InvalidDateRange
 
 
diff --git a/backend/utils/date/processor.py b/backend/utils/date/processor.py
index 612aaf3e3..50f676092 100644
--- a/backend/utils/date/processor.py
+++ b/backend/utils/date/processor.py
@@ -1,11 +1,11 @@
 import logging
 from dataclasses import dataclass
 from datetime import datetime, timedelta
-from typing import Optional, Union
 
 from dateutil.parser import parse
 from django.utils import timezone
 from isodate import parse_datetime
+
 from utils.date.enums import DateRangePresets
 from utils.date.exceptions import InvalidDatetime
 
@@ -14,8 +14,7 @@
 
 @dataclass
 class DateRange:
-    """
-    Represents a validated date range with start and end dates.
+    """Represents a validated date range with start and end dates.
 
     Attributes:
         start_date: Beginning of the date range
@@ -32,8 +31,7 @@ class DateTimeProcessor:
 
     @staticmethod
     def normalize_datetime(date_str: str) -> str:
-        """
-        Converts various datetime string formats to ISO 8601 format.
+        """Converts various datetime string formats to ISO 8601 format.
 
         Args:
             date_input: A string representing a date/time in any recognizable format
@@ -54,11 +52,10 @@ def normalize_datetime(date_str: str) -> str:
     @classmethod
     def parse_date_parameter(
         cls,
-        date_param: Optional[Union[str, datetime]],
-        default_date: Optional[datetime] = None,
-    ) -> Optional[datetime]:
-        """
-        Parses and converts date parameters to datetime objects.
+        date_param: str | datetime | None,
+        default_date: datetime | None = None,
+    ) -> datetime | None:
+        """Parses and converts date parameters to datetime objects.
 
         Args:
             date_param: Date parameter that can be either a string or datetime object
@@ -79,11 +76,10 @@ def parse_date_parameter(
     @classmethod
     def process_date_range(
         cls,
-        start_date_param: Optional[Union[str, datetime]] = None,
-        end_date_param: Optional[Union[str, datetime]] = None,
+        start_date_param: str | datetime | None = None,
+        end_date_param: str | datetime | None = None,
     ) -> DateRange:
-        """
-        Processes and validates start and end dates with smart defaults.
+        """Processes and validates start and end dates with smart defaults.
 
         Logic:
         1. If no end_date: use current time
@@ -106,8 +102,7 @@ def process_date_range(
             ... )
             >>> # Both dates provided
             >>> range = DateTimeProcessor.process_date_range(
-            ...     start_date_param="2023-11-01",
-            ...     end_date_param="2023-12-01"
+            ...     start_date_param="2023-11-01", end_date_param="2023-12-01"
             ... )
         """
         # Process end date first
@@ -125,7 +120,7 @@ def process_date_range(
         return cls._validate_date_range(start_date, end_date)
 
     @classmethod
-    def filter_date_range(cls, value: str) -> Optional[DateRange]:
+    def filter_date_range(cls, value: str) -> DateRange | None:
         preset = DateRangePresets.from_value(value)
         if not preset:
             return None
@@ -133,34 +128,24 @@ def filter_date_range(cls, value: str) -> Optional[DateRange]:
         return cls._validate_date_range(start_date=start_date, end_date=end_date)
 
     @classmethod
-    def _process_end_date(
-        cls, end_date_param: Optional[Union[str, datetime]]
-    ) -> datetime:
-        """
-        Processes end date with default to current time.
-        """
+    def _process_end_date(cls, end_date_param: str | datetime | None) -> datetime:
+        """Processes end date with default to current time."""
         if end_date_param:
             return cls.parse_date_parameter(end_date_param)
         return timezone.now()
 
     @classmethod
     def _process_start_date(
-        cls, start_date_param: Optional[Union[str, datetime]], end_date: datetime
+        cls, start_date_param: str | datetime | None, end_date: datetime
     ) -> datetime:
-        """
-        Processes start date with default to end_date minus DEFAULT_DAYS_RANGE.
-        """
+        """Processes start date with default to end_date minus DEFAULT_DAYS_RANGE."""
         if start_date_param:
             return cls.parse_date_parameter(start_date_param)
         return end_date - timedelta(days=cls.DEFAULT_DAYS_RANGE)
 
     @classmethod
-    def _validate_date_range(
-        cls, start_date: datetime, end_date: datetime
-    ) -> DateRange:
-        """
-        Validates the date range and returns a DateRange object.
-        """
+    def _validate_date_range(cls, start_date: datetime, end_date: datetime) -> DateRange:
+        """Validates the date range and returns a DateRange object."""
         if start_date > timezone.now():
             raise InvalidDatetime("Start date cannot be in the future")
         if start_date > end_date:
diff --git a/backend/utils/dto.py b/backend/utils/dto.py
index 674989f36..a2be3237e 100644
--- a/backend/utils/dto.py
+++ b/backend/utils/dto.py
@@ -1,12 +1,12 @@
 import json
 import logging
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from typing import Any, Optional
 
 from django.utils import timezone as dj_timezone
-from unstract.workflow_execution.enums import LogType
 
 from unstract.core.constants import LogFieldName
+from unstract.workflow_execution.enums import LogType
 
 logger = logging.getLogger(__name__)
 
@@ -30,14 +30,14 @@ def __init__(
         timestamp: int,
         log_type: str,
         data: dict[str, Any],
-        file_execution_id: Optional[str] = None,
+        file_execution_id: str | None = None,
     ):
         self.execution_id: str = execution_id
-        self.file_execution_id: Optional[str] = file_execution_id
+        self.file_execution_id: str | None = file_execution_id
         self.organization_id: str = organization_id
         self.timestamp: int = timestamp
         self.event_time: datetime = dj_timezone.make_aware(
-            datetime.fromtimestamp(timestamp), timezone.utc
+            datetime.fromtimestamp(timestamp), UTC
         )
         self.log_type: LogType = log_type
         self.data: dict[str, Any] = data
diff --git a/backend/utils/exceptions.py b/backend/utils/exceptions.py
index b2cd4fd74..8dfb153b0 100644
--- a/backend/utils/exceptions.py
+++ b/backend/utils/exceptions.py
@@ -1,5 +1,4 @@
 from enum import Enum
-from typing import Optional
 
 from rest_framework.exceptions import APIException
 
@@ -18,9 +17,9 @@ class Entity(Enum):
 
     def __init__(
         self,
-        entity: Optional[Entity] = None,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
+        entity: Entity | None = None,
+        detail: str | None = None,
+        code: str | None = None,
     ) -> None:
         if entity == self.Entity.ADAPTER:
             detail = self.default_detail.replace("sensitive", "adapter").replace(
diff --git a/backend/utils/file_storage/helpers/prompt_studio_file_helper.py b/backend/utils/file_storage/helpers/prompt_studio_file_helper.py
index 39c336560..01cdc1814 100644
--- a/backend/utils/file_storage/helpers/prompt_studio_file_helper.py
+++ b/backend/utils/file_storage/helpers/prompt_studio_file_helper.py
@@ -6,12 +6,12 @@
 
 from file_management.exceptions import InvalidFileType
 from file_management.file_management_helper import FileManagerHelper
-from unstract.sdk.file_storage import FileStorage
-from unstract.sdk.file_storage.constants import StorageType
-from unstract.sdk.file_storage.env_helper import EnvHelper
 from utils.file_storage.constants import FileStorageConstants, FileStorageKeys
 
 from unstract.core.utilities import UnstractUtils
+from unstract.sdk.file_storage import FileStorage
+from unstract.sdk.file_storage.constants import StorageType
+from unstract.sdk.file_storage.env_helper import EnvHelper
 
 logger = logging.getLogger(__name__)
 
@@ -90,7 +90,8 @@ def fetch_file_contents(
         allowed_content_types: list[str],
     ) -> dict[str, Any]:
         """Method to fetch file contents from the remote location.
-        The path is constructed in runtime based on the args"""
+        The path is constructed in runtime based on the args
+        """
         fs_instance = EnvHelper.get_storage(
             storage_type=StorageType.PERMANENT,
             env_name=FileStorageKeys.PERMANENT_REMOTE_STORAGE,
@@ -160,7 +161,8 @@ def fetch_file_contents(
     def delete_for_ide(org_id: str, user_id: str, tool_id: str, file_name: str) -> bool:
         """Method to delete file in remote while the corresponsing prompt
         studio project is deleted or the file is removed from the file manager.
-        This method handles deleted for related files as well."""
+        This method handles deleted for related files as well.
+        """
         fs_instance = EnvHelper.get_storage(
             storage_type=StorageType.PERMANENT,
             env_name=FileStorageKeys.PERMANENT_REMOTE_STORAGE,
@@ -196,7 +198,8 @@ def _find_files(
         """This method is used to file files with the specific pattern
         determined using the list of directories passed and the base path.
         This is used to delete related(extract, metadata etc.) files generated
-        for a specific prompt studio project."""
+        for a specific prompt studio project.
+        """
         file_paths = []
         pattern = f"{base_file_name}.*"
         for directory in directories:
diff --git a/backend/utils/local_context.py b/backend/utils/local_context.py
index 4479fefd8..0d11c0f6a 100644
--- a/backend/utils/local_context.py
+++ b/backend/utils/local_context.py
@@ -14,7 +14,6 @@ class Exceptions:
 
 
 class StateStore:
-
     mode = os.environ.get("CONCURRENCY_MODE", ConcurrencyMode.THREAD)
     # Thread-safe storage.
     thread_local = threading.local()
diff --git a/backend/utils/log_events.py b/backend/utils/log_events.py
index da43eacd6..2cb79254e 100644
--- a/backend/utils/log_events.py
+++ b/backend/utils/log_events.py
@@ -2,18 +2,18 @@
 import json
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 import redis
 import socketio
 from django.conf import settings
 from django.core.wsgi import WSGIHandler
+
+from unstract.core.constants import LogFieldName
 from unstract.workflow_execution.enums import LogType
 from utils.constants import ExecutionLogConstants
 from utils.dto import LogDataDTO
 
-from unstract.core.constants import LogFieldName
-
 logger = logging.getLogger(__name__)
 
 sio = socketio.Server(
@@ -54,7 +54,7 @@ def disconnect(sid: str) -> None:
     logger.info(f"[{os.getpid()}] Client with SID:{sid} disconnected")
 
 
-def _get_user_session_id_from_cookies(sid: str, environ: Any) -> Optional[str]:
+def _get_user_session_id_from_cookies(sid: str, environ: Any) -> str | None:
     """Get the user session ID from cookies.
 
     Args:
@@ -79,7 +79,7 @@ def _get_user_session_id_from_cookies(sid: str, environ: Any) -> Optional[str]:
     return session_id.value
 
 
-def _get_validated_log_data(json_data: Any) -> Optional[LogDataDTO]:
+def _get_validated_log_data(json_data: Any) -> LogDataDTO | None:
     """Validate log data to persist history. This function takes log data in
     JSON format, validates it, and returns a `LogDataDTO` object if the data is
     valid. The validation process includes decoding bytes to string, parsing
@@ -167,7 +167,6 @@ def handle_user_logs(room: str, event: str, message: dict[str, Any]) -> None:
     Args:
         message (dict[str, Any]): log message
     """
-
     if not room or not event:
         logger.warning(f"Message received without room and event: {message}")
         return
diff --git a/backend/utils/pagination.py b/backend/utils/pagination.py
index c4a30b60e..2f87a93bb 100644
--- a/backend/utils/pagination.py
+++ b/backend/utils/pagination.py
@@ -1,4 +1,5 @@
 from rest_framework.pagination import PageNumberPagination
+
 from utils.constants import Pagination
 
 
diff --git a/backend/utils/request/request.py b/backend/utils/request/request.py
index be802af96..96c332916 100644
--- a/backend/utils/request/request.py
+++ b/backend/utils/request/request.py
@@ -1,6 +1,6 @@
 import logging
 from enum import Enum
-from typing import Any, Optional
+from typing import Any
 
 import requests as pyrequests
 from requests.exceptions import RequestException
@@ -19,9 +19,9 @@ class HTTPMethod(str, Enum):
 def make_http_request(
     verb: HTTPMethod,
     url: str,
-    data: Optional[dict[str, Any]] = None,
-    headers: Optional[dict[str, Any]] = None,
-    params: Optional[dict[str, Any]] = None,
+    data: dict[str, Any] | None = None,
+    headers: dict[str, Any] | None = None,
+    params: dict[str, Any] | None = None,
 ) -> str:
     """Generic helper function to help make a HTTP request."""
     try:
diff --git a/backend/utils/serializer/integrity_error_mixin.py b/backend/utils/serializer/integrity_error_mixin.py
index 876227d94..193e5ad62 100644
--- a/backend/utils/serializer/integrity_error_mixin.py
+++ b/backend/utils/serializer/integrity_error_mixin.py
@@ -4,7 +4,8 @@
 
 class IntegrityErrorMixin:
     """Mixin to handle IntegrityError across multiple serializers for unique
-    constraint violations."""
+    constraint violations.
+    """
 
     unique_error_message_map: dict[str, dict[str, str]] = {}
 
diff --git a/backend/utils/serializer_utils.py b/backend/utils/serializer_utils.py
index e5782e0f5..7a4a1bcf3 100644
--- a/backend/utils/serializer_utils.py
+++ b/backend/utils/serializer_utils.py
@@ -2,6 +2,7 @@
 
 from account_v2.models import User
 from rest_framework.request import Request
+
 from utils.constants import Account
 
 
diff --git a/backend/utils/user_context.py b/backend/utils/user_context.py
index 7f2b80dbd..71d63806b 100644
--- a/backend/utils/user_context.py
+++ b/backend/utils/user_context.py
@@ -1,7 +1,6 @@
-from typing import Optional
-
 from account_v2.models import Organization
 from django.db.utils import ProgrammingError
+
 from utils.constants import Account
 from utils.local_context import StateStore
 
@@ -17,7 +16,7 @@ def set_organization_identifier(organization_identifier: str) -> None:
         StateStore.set(Account.ORGANIZATION_ID, organization_identifier)
 
     @staticmethod
-    def get_organization() -> Optional[Organization]:
+    def get_organization() -> Organization | None:
         organization_id = StateStore.get(Account.ORGANIZATION_ID)
         try:
             organization: Organization = Organization.objects.get(
diff --git a/backend/utils/user_session.py b/backend/utils/user_session.py
index 72131cffc..8021f3b17 100644
--- a/backend/utils/user_session.py
+++ b/backend/utils/user_session.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from django.conf import settings
 from django.db import connection
 from django.http import HttpRequest
@@ -8,7 +6,7 @@
 
 class UserSessionUtils:
     @staticmethod
-    def get_organization_id(request: HttpRequest) -> Optional[str]:
+    def get_organization_id(request: HttpRequest) -> str | None:
         session_org_id = request.session.get("organization")
         requested_org_id = request.organization_id
         if requested_org_id and (session_org_id != requested_org_id):
@@ -20,7 +18,7 @@ def set_organization_id(request: HttpRequest, organization_id: str) -> None:
         request.session["organization"] = organization_id
 
     @staticmethod
-    def get_user_id(request: HttpRequest) -> Optional[str]:
+    def get_user_id(request: HttpRequest) -> str | None:
         return request.session.get("user_id")
 
     @staticmethod
@@ -30,11 +28,11 @@ def set_organization_member_role(
         request.session["role"] = member.role
 
     @staticmethod
-    def get_session_id(request: HttpRequest) -> Optional[str]:
+    def get_session_id(request: HttpRequest) -> str | None:
         return request.session.session_key
 
     @staticmethod
-    def get_organization_member_role(request: HttpRequest) -> Optional[str]:
+    def get_organization_member_role(request: HttpRequest) -> str | None:
         return request.session.get("role")
 
     @classmethod
@@ -49,7 +47,6 @@ def is_authorized_path(cls, request: HttpRequest) -> bool:
         Returns:
             bool: `True` if the path is authorized; `False` otherwise.
         """
-
         requested_organization_uid = connection.tenant.organization_id
 
         # Always authorize if the organization is public
diff --git a/backend/uv.lock b/backend/uv.lock
new file mode 100644
index 000000000..b8b82e46b
--- /dev/null
+++ b/backend/uv.lock
@@ -0,0 +1,4305 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[manifest]
+constraints = [
+    { name = "numpy", specifier = "<2.0.0" },
+    { name = "pandas", specifier = "<2.2.0" },
+]
+
+[[package]]
+name = "adlfs"
+version = "2024.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "azure-core" },
+    { name = "azure-datalake-store" },
+    { name = "azure-identity" },
+    { name = "azure-storage-blob" },
+    { name = "fsspec" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b4/1e/6d5146676044247af566fa5843b335b1a647e6446070cec9c8b61c31b369/adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf", size = 48588 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6f/51/a71c457bd0bc8af3e522b6999ff300852c7c446e384fd9904b0794f875df/adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07", size = 41349 },
+]
+
+[[package]]
+name = "aioboto3"
+version = "13.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiobotocore", extra = ["boto3"] },
+    { name = "aiofiles" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cc/91/57ba4d31fde7b26d47b0d14de7f75e34d9f4ace316c1036d1703b8fec8dd/aioboto3-13.1.1.tar.gz", hash = "sha256:7def49471b7b79b7dfe3859acac01423e241b5d69abf0a5f2bcfd2c64855b2ab", size = 32496 }
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+]
+
+[[package]]
+name = "aiobotocore"
+version = "2.13.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cd/d2/d7e46bcc4c0b5b8e751092824d6ca9af5928adae0f864336e43c7f7a436a/aiobotocore-2.13.1.tar.gz", hash = "sha256:134f9606c2f91abde38cbc61c3241113e26ff244633e0c31abb7e09da3581c9b", size = 104475 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/30/07/42f884c1600169e4267575cdd261c75dea31782d8fd877bbea358d559416/aiobotocore-2.13.1-py3-none-any.whl", hash = "sha256:1bef121b99841ee3cc788e4ed97c332ba32353b1f00e886d1beb3aae95520858", size = 76864 },
+]
+
+[package.optional-dependencies]
+boto3 = [
+    { name = "boto3" },
+]
+
+[[package]]
+name = "aiofiles"
+version = "24.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/03/a88171e277e8caa88a4c77808c20ebb04ba74cc4681bf1e9416c862de237/aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c", size = 30247 }
+wheels = [
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+]
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+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
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+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.16"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
+    { name = "yarl" },
+]
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+version = "3.21.0"
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diff --git a/backend/workflow_manager/endpoint_v2/base_connector.py b/backend/workflow_manager/endpoint_v2/base_connector.py
index a5ad644e1..199a5d31b 100644
--- a/backend/workflow_manager/endpoint_v2/base_connector.py
+++ b/backend/workflow_manager/endpoint_v2/base_connector.py
@@ -2,20 +2,18 @@
 from typing import Any
 
 from fsspec import AbstractFileSystem
-from unstract.workflow_execution.execution_file_handler import ExecutionFileHandler
 from utils.constants import Common
 from utils.user_context import UserContext
 
 from unstract.connectors.filesystems import connectors
 from unstract.connectors.filesystems.unstract_file_system import UnstractFileSystem
+from unstract.workflow_execution.execution_file_handler import ExecutionFileHandler
 
 
 class BaseConnector(ExecutionFileHandler):
     """Base class for connectors providing common methods and utilities."""
 
-    def __init__(
-        self, workflow_id: str, execution_id: str, organization_id: str
-    ) -> None:
+    def __init__(self, workflow_id: str, execution_id: str, organization_id: str) -> None:
         """Initialize the BaseConnector class.
 
         This class serves as a base for connectors and provides common
diff --git a/backend/workflow_manager/endpoint_v2/database_utils.py b/backend/workflow_manager/endpoint_v2/database_utils.py
index e6b3a32d4..10a855b89 100644
--- a/backend/workflow_manager/endpoint_v2/database_utils.py
+++ b/backend/workflow_manager/endpoint_v2/database_utils.py
@@ -2,7 +2,7 @@
 import json
 import logging
 import uuid
-from typing import Any, Optional
+from typing import Any
 
 from utils.constants import Common
 from workflow_manager.endpoint_v2.constants import DBConnectionClass, TableColumns
@@ -107,7 +107,7 @@ def get_columns_and_values(
         execution_id_name: str = "execution_id",
         include_timestamp: bool = False,
         include_agent: bool = False,
-        agent_name: Optional[str] = AgentName.UNSTRACT_DBWRITER.value,
+        agent_name: str | None = AgentName.UNSTRACT_DBWRITER.value,
         single_column_name: str = "data",
     ) -> dict[str, Any]:
         """Generate a dictionary of columns and values based on specified
@@ -131,7 +131,6 @@ def get_columns_and_values(
             dict: A dictionary containing columns and values based on
                 the specified parameters.
         """
-
         values: dict[str, Any] = {}
         try:
             column_mode = ColumnModes(column_mode_str)
@@ -237,9 +236,7 @@ def execute_write_query(
         logger.debug(f"sucessfully inserted into table {table_name} with: {sql} query")
 
     @staticmethod
-    def get_db_class(
-        connector_id: str, connector_settings: dict[str, Any]
-    ) -> UnstractDB:
+    def get_db_class(connector_id: str, connector_settings: dict[str, Any]) -> UnstractDB:
         connector = db_connectors[connector_id][Common.METADATA][Common.CONNECTOR]
         connector_class: UnstractDB = connector(connector_settings)
         return connector_class
@@ -261,9 +258,7 @@ def create_table_if_not_exists(
         Raises:
             e: _description_
         """
-        sql = db_class.create_table_query(
-            table=table_name, database_entry=database_entry
-        )
+        sql = db_class.create_table_query(table=table_name, database_entry=database_entry)
         logger.debug(f"creating table {table_name} with: {sql} query")
         try:
             db_class.execute_query(
diff --git a/backend/workflow_manager/endpoint_v2/destination.py b/backend/workflow_manager/endpoint_v2/destination.py
index 63ed2218c..7f704b55f 100644
--- a/backend/workflow_manager/endpoint_v2/destination.py
+++ b/backend/workflow_manager/endpoint_v2/destination.py
@@ -3,14 +3,11 @@
 import json
 import logging
 import os
-from typing import Any, Optional, Union
+from typing import Any
 
 from connector_v2.models import ConnectorInstance
 from plugins.workflow_manager.workflow_v2.utils import WorkflowUtil
 from rest_framework.exceptions import APIException
-from unstract.sdk.constants import ToolExecKey
-from unstract.sdk.tool.mime_types import EXT_MIME_MAP
-from unstract.workflow_execution.constants import ToolOutputType
 from utils.user_context import UserContext
 from workflow_manager.endpoint_v2.base_connector import BaseConnector
 from workflow_manager.endpoint_v2.constants import (
@@ -39,6 +36,9 @@
 from backend.exceptions import UnstractFSException
 from unstract.connectors.exceptions import ConnectorError
 from unstract.filesystem import FileStorageType, FileSystem
+from unstract.sdk.constants import ToolExecKey
+from unstract.sdk.tool.mime_types import EXT_MIME_MAP
+from unstract.workflow_execution.constants import ToolOutputType
 
 logger = logging.getLogger(__name__)
 
@@ -59,7 +59,7 @@ def __init__(
         self,
         workflow: Workflow,
         execution_id: str,
-        execution_service: Optional[WorkflowExecutionServiceHelper] = None,
+        execution_service: WorkflowExecutionServiceHelper | None = None,
     ) -> None:
         """Initialize a DestinationConnector object.
 
@@ -199,14 +199,14 @@ def handle_output(
         file_hash: FileHash,
         workflow: Workflow,
         input_file_path: str,
-        error: Optional[str] = None,
+        error: str | None = None,
         use_file_history: bool = True,
         file_execution_id: str = None,
     ) -> None:
         """Handle the output based on the connection type."""
         connection_type = self.endpoint.connection_type
-        result: Optional[str] = None
-        metadata: Optional[str] = None
+        result: str | None = None
+        metadata: str | None = None
         if error:
             if connection_type == WorkflowEndpoint.ConnectionType.API:
                 self._handle_api_result(file_name=file_name, error=error, result=result)
@@ -273,9 +273,7 @@ def copy_output_to_output_directory(self) -> None:
             input_dir=output_directory, root_path=root_path
         )
         logger.debug(f"destination output directory {output_directory}")
-        destination_volume_path = os.path.join(
-            self.execution_dir, ToolExecKey.OUTPUT_DIR
-        )
+        destination_volume_path = os.path.join(self.execution_dir, ToolExecKey.OUTPUT_DIR)
 
         try:
             destination_fs.create_dir_if_not_exists(input_dir=output_directory)
@@ -403,9 +401,9 @@ def _close_engine(self, engine: Any, input_file_path: str) -> None:
     def _handle_api_result(
         self,
         file_name: str,
-        error: Optional[str] = None,
-        result: Optional[str] = None,
-        metadata: Optional[dict[str, Any]] = None,
+        error: str | None = None,
+        result: str | None = None,
+        metadata: dict[str, Any] | None = None,
     ) -> None:
         """Handle the API result.
 
@@ -474,7 +472,7 @@ def parse_string(self, original_string: str) -> Any:
             # assume it's a plain string
             return original_string
 
-    def get_result(self, file_history: Optional[FileHistory] = None) -> Optional[Any]:
+    def get_result(self, file_history: FileHistory | None = None) -> Any | None:
         """Get result data from the output file.
 
         Returns:
@@ -483,8 +481,8 @@ def get_result(self, file_history: Optional[FileHistory] = None) -> Optional[Any
         return self.get_result_with_file_storage(file_history=file_history)
 
     def get_result_with_file_storage(
-        self, file_history: Optional[FileHistory] = None
-    ) -> Optional[Any]:
+        self, file_history: FileHistory | None = None
+    ) -> Any | None:
         """Get result data from the output file.
 
         Returns:
@@ -495,7 +493,7 @@ def get_result_with_file_storage(
         output_file = os.path.join(self.execution_dir, WorkflowFileType.INFILE)
         metadata: dict[str, Any] = self.get_workflow_metadata()
         output_type = self.get_output_type(metadata)
-        result: Union[dict[str, Any], str] = ""
+        result: dict[str, Any] | str = ""
         file_system = FileSystem(FileStorageType.WORKFLOW_EXECUTION)
         file_storage = file_system.get_file_storage()
         try:
@@ -525,8 +523,8 @@ def get_result_with_file_storage(
         return result
 
     def get_metadata(
-        self, file_history: Optional[FileHistory] = None
-    ) -> Optional[dict[str, Any]]:
+        self, file_history: FileHistory | None = None
+    ) -> dict[str, Any] | None:
         """Get metadata from the output file.
 
         Returns:
@@ -596,9 +594,7 @@ def get_json_schema_for_database(cls) -> dict[str, Any]:
         Returns:
             dict[str, Any]: JSON schema for the database.
         """
-        schema_path = os.path.join(
-            os.path.dirname(__file__), "static", "dest", "db.json"
-        )
+        schema_path = os.path.join(os.path.dirname(__file__), "static", "dest", "db.json")
         return cls.get_json_schema(file_path=schema_path)
 
     @classmethod
@@ -629,15 +625,16 @@ def _push_to_queue(
         self,
         file_name: str,
         workflow: Workflow,
-        result: Optional[str] = None,
-        input_file_path: Optional[str] = None,
-        meta_data: Optional[dict[str, Any]] = None,
+        result: str | None = None,
+        input_file_path: str | None = None,
+        meta_data: dict[str, Any] | None = None,
         file_execution_id: str = None,
     ) -> None:
         """Handle the Manual Review QUEUE result.
 
         This method is responsible for pushing the input file and result to
         review queue.
+
         Args:
             file_name (str): The name of the file.
             workflow (Workflow): The workflow object containing
diff --git a/backend/workflow_manager/endpoint_v2/dto.py b/backend/workflow_manager/endpoint_v2/dto.py
index 9576f376a..3f21f8ef5 100644
--- a/backend/workflow_manager/endpoint_v2/dto.py
+++ b/backend/workflow_manager/endpoint_v2/dto.py
@@ -1,6 +1,6 @@
 import json
 from dataclasses import dataclass
-from typing import Any, Optional
+from typing import Any
 
 
 @dataclass
@@ -8,12 +8,12 @@ class FileHash:
     file_path: str
     file_name: str
     source_connection_type: str
-    file_hash: Optional[str] = None
-    file_size: Optional[int] = None
-    provider_file_uuid: Optional[str] = None
-    mime_type: Optional[str] = None
-    fs_metadata: Optional[dict[str, Any]] = None
-    file_destination: Optional[tuple[str, str]] = (
+    file_hash: str | None = None
+    file_size: int | None = None
+    provider_file_uuid: str | None = None
+    mime_type: str | None = None
+    fs_metadata: dict[str, Any] | None = None
+    file_destination: tuple[str, str] | None = (
         None  # To which destination this file wants to go for MRQ percentage
     )
     is_executed: bool = False
diff --git a/backend/workflow_manager/endpoint_v2/exceptions.py b/backend/workflow_manager/endpoint_v2/exceptions.py
index c8d644f8f..4eef455b9 100644
--- a/backend/workflow_manager/endpoint_v2/exceptions.py
+++ b/backend/workflow_manager/endpoint_v2/exceptions.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from rest_framework.exceptions import APIException
 
 
@@ -9,9 +7,9 @@ class InvalidInputDirectory(APIException):
 
     def __init__(
         self,
-        dir: Optional[str] = None,
-        detail: Optional[str] = None,
-        code: Optional[str] = None,
+        dir: str | None = None,
+        detail: str | None = None,
+        code: str | None = None,
     ):
         if dir:
             detail = self.default_detail.replace("path", f"path '{dir}'")
@@ -80,7 +78,7 @@ class ToolOutputTypeMismatch(APIException):
     status_code = 500
     default_detail = "The tool's output type does not match the expected type"
 
-    def __init__(self, detail: Optional[str] = None, code: Optional[str] = None):
+    def __init__(self, detail: str | None = None, code: str | None = None):
         detail += (
             ". Please report this error to the administrator for further assistance."
         )
diff --git a/backend/workflow_manager/endpoint_v2/migrations/0001_initial.py b/backend/workflow_manager/endpoint_v2/migrations/0001_initial.py
index 3032ad1d1..8a8f05dc5 100644
--- a/backend/workflow_manager/endpoint_v2/migrations/0001_initial.py
+++ b/backend/workflow_manager/endpoint_v2/migrations/0001_initial.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/backend/workflow_manager/endpoint_v2/queue_utils.py b/backend/workflow_manager/endpoint_v2/queue_utils.py
index 2ad715f8a..bce45b765 100644
--- a/backend/workflow_manager/endpoint_v2/queue_utils.py
+++ b/backend/workflow_manager/endpoint_v2/queue_utils.py
@@ -1,7 +1,7 @@
 import logging
 from dataclasses import dataclass
 from enum import Enum
-from typing import Any, Optional
+from typing import Any
 
 from utils.constants import Common
 from workflow_manager.endpoint_v2.exceptions import UnstractQueueException
@@ -38,8 +38,8 @@ class QueueResult:
     result: Any
     workflow_id: str
     file_content: str
-    whisper_hash: Optional[str] = None
-    file_execution_id: Optional[str] = None
+    whisper_hash: str | None = None
+    file_execution_id: str | None = None
 
     def to_dict(self) -> Any:
         return {
diff --git a/backend/workflow_manager/endpoint_v2/source.py b/backend/workflow_manager/endpoint_v2/source.py
index 75fb52139..02835e564 100644
--- a/backend/workflow_manager/endpoint_v2/source.py
+++ b/backend/workflow_manager/endpoint_v2/source.py
@@ -5,14 +5,12 @@
 from hashlib import sha256
 from io import BytesIO
 from itertools import islice
-from typing import Any, Optional
+from typing import Any
 
 import fsspec
 from connector_processor.constants import ConnectorKeys
 from connector_v2.models import ConnectorInstance
 from django.core.files.uploadedfile import UploadedFile
-from unstract.sdk.file_storage import FileStorage
-from unstract.workflow_execution.enums import LogState
 from utils.user_context import UserContext
 from workflow_manager.endpoint_v2.base_connector import BaseConnector
 from workflow_manager.endpoint_v2.constants import (
@@ -40,6 +38,8 @@
 
 from unstract.connectors.filesystems.unstract_file_system import UnstractFileSystem
 from unstract.filesystem import FileStorageType, FileSystem
+from unstract.sdk.file_storage import FileStorage
+from unstract.workflow_execution.enums import LogState
 
 logger = logging.getLogger(__name__)
 
@@ -65,8 +65,8 @@ def __init__(
         self,
         workflow: Workflow,
         execution_id: str,
-        organization_id: Optional[str] = None,
-        execution_service: Optional[WorkflowExecutionServiceHelper] = None,
+        organization_id: str | None = None,
+        execution_service: WorkflowExecutionServiceHelper | None = None,
     ) -> None:
         """Create a SourceConnector.
 
@@ -89,7 +89,7 @@ def __init__(
         self.workflow = workflow
         self.execution_id = execution_id
         self.organization_id = organization_id
-        self.hash_value_of_file_content: Optional[str] = None
+        self.hash_value_of_file_content: str | None = None
         self.execution_service = execution_service
 
     def _get_endpoint_for_workflow(
@@ -158,16 +158,12 @@ def list_files_from_file_connector(self) -> tuple[dict[str, FileHash], int]:
         connector: ConnectorInstance = self.endpoint.connector_instance
         connector_settings: dict[str, Any] = connector.connector_metadata
         source_configurations: dict[str, Any] = self.endpoint.configuration
-        required_patterns = list(
-            source_configurations.get(SourceKey.FILE_EXTENSIONS, [])
-        )
+        required_patterns = list(source_configurations.get(SourceKey.FILE_EXTENSIONS, []))
         recursive = bool(
             source_configurations.get(SourceKey.PROCESS_SUB_DIRECTORIES, False)
         )
         limit = int(
-            source_configurations.get(
-                SourceKey.MAX_FILES, FileSystemConnector.MAX_FILES
-            )
+            source_configurations.get(SourceKey.MAX_FILES, FileSystemConnector.MAX_FILES)
         )
         root_dir_path = connector_settings.get(ConnectorKeys.PATH, "")
         folders_to_process = list(source_configurations.get(SourceKey.FOLDERS, ["/"]))
@@ -212,9 +208,7 @@ def list_files_from_file_connector(self) -> tuple[dict[str, FileHash], int]:
             matched_files, count = self._get_matched_files(
                 source_fs, input_directory, patterns, recursive, limit
             )
-            self.publish_user_sys_log(
-                f"Matched '{count}' files from '{input_directory}'"
-            )
+            self.publish_user_sys_log(f"Matched '{count}' files from '{input_directory}'")
             total_matched_files.update(matched_files)
             total_files_to_process += count
         self.publish_input_output_list_file_logs(
@@ -256,8 +250,7 @@ def publish_input_file_content(self, input_file_path: str, input_text: str) -> N
             return None
         output_log_message = f"## Input text:\n\n```text\n{input_text}\n```\n\n"
         input_log_message = (
-            "## Input file:\n\n```text\n"
-            f"{os.path.basename(input_file_path)}\n```\n\n"
+            f"## Input file:\n\n```text\n{os.path.basename(input_file_path)}\n```\n\n"
         )
         self.execution_service.publish_update_log(
             state=LogState.INPUT_UPDATE, message=input_log_message
@@ -327,8 +320,7 @@ def _get_matched_files(
         return matched_files, count
 
     def _should_process_file(self, file: str, patterns: list[str]) -> bool:
-        """
-        Check if the file should be processed based on the patterns.
+        """Check if the file should be processed based on the patterns.
 
         Args:
             file: The filename to check
@@ -348,8 +340,7 @@ def _should_process_file(self, file: str, patterns: list[str]) -> bool:
         return matches_pattern and self._is_valid_pattern(file)
 
     def _is_valid_pattern(self, file_name: str) -> bool:
-        """
-        Check if the file has a supported format.
+        """Check if the file has a supported format.
 
         Args:
             file_name: The filename to check
@@ -393,15 +384,12 @@ def _is_new_file(
 
     def _get_file_history(
         self, workflow: Workflow, source_fs: UnstractFileSystem, file_path: str
-    ) -> Optional[FileHistory]:
+    ) -> FileHistory | None:
         """Retrieve file history using provider UUID or legacy cache key."""
-
         provider_file_uuid = source_fs.get_file_system_uuid(file_path)
 
         if provider_file_uuid:
-            logger.info(
-                f"Checking file history for provider UUID: {provider_file_uuid}"
-            )
+            logger.info(f"Checking file history for provider UUID: {provider_file_uuid}")
             file_history = FileHistoryHelper.get_file_history(
                 workflow=workflow, provider_file_uuid=provider_file_uuid
             )
@@ -474,9 +462,7 @@ def list_files_from_source(
             return self.list_file_from_api_storage(file_hashes)
         raise InvalidSourceConnectionType()
 
-    def get_file_content_hash(
-        self, source_fs: UnstractFileSystem, file_path: str
-    ) -> str:
+    def get_file_content_hash(self, source_fs: UnstractFileSystem, file_path: str) -> str:
         """Generate a hash value from the file content.
 
         Args:
@@ -540,9 +526,7 @@ def add_input_from_connector_to_volume(self, file_hash: FileHash) -> str:
                     )
                     first_iteration = False
                 # write the chunk in to execution directory
-                workflow_file_storage.write(
-                    path=source_file_path, mode="ab", data=chunk
-                )
+                workflow_file_storage.write(path=source_file_path, mode="ab", data=chunk)
                 workflow_file_storage.write(path=infile_path, mode="ab", data=chunk)
 
         # publish input file content
@@ -584,8 +568,7 @@ def _copy_file_to_destination(
         source_path: str,
         destination_paths: list[str],
     ) -> str:
-        """
-        Copy a file from a source storage to one or more paths in a
+        """Copy a file from a source storage to one or more paths in a
         destination storage.
 
         This function reads the source file in chunks and writes each chunk to
@@ -600,6 +583,7 @@ def _copy_file_to_destination(
             source_path (str): The path of the file in the source storage.
             destination_paths (list[str]): A list of paths where the file will be
                 copied in the destination storage.
+
         Returns:
             str: The SHA-256 hash of the file content.
         """
@@ -669,7 +653,7 @@ def handle_final_result(
         self,
         results: list[dict[str, Any]],
         file_name: str,
-        result: Optional[str],
+        result: str | None,
     ) -> None:
         connection_type = self.endpoint.connection_type
         if connection_type == WorkflowEndpoint.ConnectionType.API:
@@ -740,9 +724,7 @@ def add_input_file_to_api_storage(
                 file_history = FileHistoryHelper.get_file_history(
                     workflow=workflow, cache_key=file_hash
                 )
-            is_executed = (
-                True if file_history and file_history.is_completed() else False
-            )
+            is_executed = True if file_history and file_history.is_completed() else False
             file_hash = FileHash(
                 file_path=destination_path,
                 source_connection_type=connection_type,
@@ -774,9 +756,7 @@ def get_json_schema_for_api(cls) -> dict[str, Any]:
         Returns:
             dict[str, Any]: _description_
         """
-        schema_path = os.path.join(
-            os.path.dirname(__file__), "static", "src", "api.json"
-        )
+        schema_path = os.path.join(os.path.dirname(__file__), "static", "src", "api.json")
         return cls.get_json_schema(file_path=schema_path)
 
     @classmethod
diff --git a/backend/workflow_manager/endpoint_v2/tests/test_database_utils/test_execute_write_query.py b/backend/workflow_manager/endpoint_v2/tests/test_database_utils/test_execute_write_query.py
index 22c26dcfd..cb3686e4d 100644
--- a/backend/workflow_manager/endpoint_v2/tests/test_database_utils/test_execute_write_query.py
+++ b/backend/workflow_manager/endpoint_v2/tests/test_database_utils/test_execute_write_query.py
@@ -33,9 +33,7 @@ def test_execute_write_query_valid(self, valid_dbs_instance: Any) -> None:
         )
         assert result is None
 
-    def test_execute_write_query_invalid_schema(
-        self, invalid_dbs_instance: Any
-    ) -> None:
+    def test_execute_write_query_invalid_schema(self, invalid_dbs_instance: Any) -> None:
         engine = invalid_dbs_instance.get_engine()
         with pytest.raises(UnstractDBException):
             DatabaseUtils.execute_write_query(
diff --git a/backend/workflow_manager/endpoint_v2/views.py b/backend/workflow_manager/endpoint_v2/views.py
index 5be54bb90..1766cf450 100644
--- a/backend/workflow_manager/endpoint_v2/views.py
+++ b/backend/workflow_manager/endpoint_v2/views.py
@@ -14,7 +14,6 @@ class WorkflowEndpointViewSet(viewsets.ModelViewSet):
     serializer_class = WorkflowEndpointSerializer
 
     def get_queryset(self) -> QuerySet:
-
         queryset = (
             WorkflowEndpoint.objects.all()
             .select_related("workflow")
diff --git a/backend/workflow_manager/execution/filter.py b/backend/workflow_manager/execution/filter.py
index 414ac4098..ab09f107a 100644
--- a/backend/workflow_manager/execution/filter.py
+++ b/backend/workflow_manager/execution/filter.py
@@ -3,6 +3,7 @@
 from django_filters import rest_framework as filters
 from pipeline_v2.models import Pipeline
 from utils.date import DateRangePresets, DateTimeProcessor
+
 from workflow_manager.execution.enum import ExecutionEntity
 from workflow_manager.workflow_v2.enums import ExecutionStatus
 from workflow_manager.workflow_v2.models import Workflow, WorkflowExecution
@@ -58,12 +59,8 @@ def filter_execution_entity(
             )
         return queryset
 
-    def filter_by_date_range(
-        self, queryset: QuerySet, name: str, value: str
-    ) -> QuerySet:
-        """
-        Filters Usages based on the provided date range.
-        """
+    def filter_by_date_range(self, queryset: QuerySet, name: str, value: str) -> QuerySet:
+        """Filters Usages based on the provided date range."""
         date_span = DateTimeProcessor.filter_date_range(value)
         if date_span:
             queryset = queryset.filter(
diff --git a/backend/workflow_manager/execution/serializer/execution.py b/backend/workflow_manager/execution/serializer/execution.py
index 56d312979..1993e7037 100644
--- a/backend/workflow_manager/execution/serializer/execution.py
+++ b/backend/workflow_manager/execution/serializer/execution.py
@@ -1,6 +1,5 @@
-from typing import Optional
-
 from rest_framework import serializers
+
 from workflow_manager.workflow_v2.enums import ExecutionStatus
 from workflow_manager.workflow_v2.models import WorkflowExecution
 
@@ -17,11 +16,11 @@ class Meta:
         model = WorkflowExecution
         exclude = ["task_id", "execution_log_id", "execution_type"]
 
-    def get_workflow_name(self, obj: WorkflowExecution) -> Optional[str]:
+    def get_workflow_name(self, obj: WorkflowExecution) -> str | None:
         """Fetch the workflow name using workflow_id"""
         return obj.workflow_name
 
-    def get_pipeline_name(self, obj: WorkflowExecution) -> Optional[str]:
+    def get_pipeline_name(self, obj: WorkflowExecution) -> str | None:
         """Fetch the pipeline or API deployment name"""
         return obj.pipeline_name
 
diff --git a/backend/workflow_manager/execution/urls.py b/backend/workflow_manager/execution/urls.py
index d75795cdd..a699a8340 100644
--- a/backend/workflow_manager/execution/urls.py
+++ b/backend/workflow_manager/execution/urls.py
@@ -1,5 +1,6 @@
 from django.urls import path
 from rest_framework.urlpatterns import format_suffix_patterns
+
 from workflow_manager.execution.views import ExecutionViewSet
 from workflow_manager.workflow_v2.execution_log_view import (
     WorkflowExecutionLogViewSet as ExecutionLogViewSet,
diff --git a/backend/workflow_manager/execution/views/execution.py b/backend/workflow_manager/execution/views/execution.py
index 61f94e8a2..9df253a49 100644
--- a/backend/workflow_manager/execution/views/execution.py
+++ b/backend/workflow_manager/execution/views/execution.py
@@ -5,6 +5,7 @@
 from rest_framework.filters import OrderingFilter
 from rest_framework.permissions import BasePermission, IsAuthenticated
 from utils.pagination import CustomPagination
+
 from workflow_manager.execution.filter import ExecutionFilter
 from workflow_manager.execution.serializer import ExecutionSerializer
 from workflow_manager.workflow_v2.models import WorkflowExecution
@@ -13,8 +14,7 @@
 
 
 class UserWorkflowExecutionPermission(BasePermission):
-    """
-    Permission class that only allows users to see executions of workflows they created.
+    """Permission class that only allows users to see executions of workflows they created.
 
     This class controls access at the object level, determining if a user can view
     a specific execution based on workflow ownership.
@@ -27,9 +27,7 @@ def has_permission(self, request, view):
 
     def has_object_permission(self, request, view, obj):
         # Check if this specific execution belongs to a workflow created by the user
-        return (
-            WorkflowExecution.objects.for_user(request.user).filter(id=obj.id).exists()
-        )
+        return WorkflowExecution.objects.for_user(request.user).filter(id=obj.id).exists()
 
 
 class ExecutionViewSet(viewsets.ReadOnlyModelViewSet):
diff --git a/backend/workflow_manager/file_execution/filter.py b/backend/workflow_manager/file_execution/filter.py
index ba4a49340..8d3b1138f 100644
--- a/backend/workflow_manager/file_execution/filter.py
+++ b/backend/workflow_manager/file_execution/filter.py
@@ -1,5 +1,6 @@
 import django_filters
 from django_filters import rest_framework as filters
+
 from workflow_manager.file_execution.models import WorkflowFileExecution
 from workflow_manager.workflow_v2.enums import ExecutionStatus
 
@@ -8,9 +9,7 @@ class FileExecutionFilter(filters.FilterSet):
     status = django_filters.MultipleChoiceFilter(
         field_name="status", choices=ExecutionStatus.choices
     )
-    file_name = django_filters.CharFilter(
-        field_name="file_name", lookup_expr="icontains"
-    )
+    file_name = django_filters.CharFilter(field_name="file_name", lookup_expr="icontains")
 
     class Meta:
         model = WorkflowFileExecution
diff --git a/backend/workflow_manager/file_execution/migrations/0001_initial.py b/backend/workflow_manager/file_execution/migrations/0001_initial.py
index 1b8a06d68..a0dee4413 100644
--- a/backend/workflow_manager/file_execution/migrations/0001_initial.py
+++ b/backend/workflow_manager/file_execution/migrations/0001_initial.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -78,9 +77,7 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "execution_time",
-                    models.FloatField(
-                        db_comment="Execution time in seconds", null=True
-                    ),
+                    models.FloatField(db_comment="Execution time in seconds", null=True),
                 ),
                 (
                     "execution_error",
diff --git a/backend/workflow_manager/file_execution/migrations/0002_rename_status_and_update_exec_time.py b/backend/workflow_manager/file_execution/migrations/0002_rename_status_and_update_exec_time.py
index fa1953f97..df08e8051 100644
--- a/backend/workflow_manager/file_execution/migrations/0002_rename_status_and_update_exec_time.py
+++ b/backend/workflow_manager/file_execution/migrations/0002_rename_status_and_update_exec_time.py
@@ -58,7 +58,6 @@ def restore_statuses_and_reset_execution_time(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("file_execution", "0001_initial"),
     ]
diff --git a/backend/workflow_manager/file_execution/migrations/0003_alter_workflowfileexecution_status_and_more.py b/backend/workflow_manager/file_execution/migrations/0003_alter_workflowfileexecution_status_and_more.py
index 14865d3ed..56e5f59e1 100644
--- a/backend/workflow_manager/file_execution/migrations/0003_alter_workflowfileexecution_status_and_more.py
+++ b/backend/workflow_manager/file_execution/migrations/0003_alter_workflowfileexecution_status_and_more.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0008_workflowexecution_total_files_and_more"),
         ("file_execution", "0002_rename_status_and_update_exec_time"),
diff --git a/backend/workflow_manager/file_execution/migrations/0004_alter_workflowfileexecution_status.py b/backend/workflow_manager/file_execution/migrations/0004_alter_workflowfileexecution_status.py
index c3cc02ff2..902b9f55c 100644
--- a/backend/workflow_manager/file_execution/migrations/0004_alter_workflowfileexecution_status.py
+++ b/backend/workflow_manager/file_execution/migrations/0004_alter_workflowfileexecution_status.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("file_execution", "0003_alter_workflowfileexecution_status_and_more"),
     ]
diff --git a/backend/workflow_manager/file_execution/migrations/0005_workflowfileexecution_fs_metadata_and_more.py b/backend/workflow_manager/file_execution/migrations/0005_workflowfileexecution_fs_metadata_and_more.py
index 9ff5b951c..96458e195 100644
--- a/backend/workflow_manager/file_execution/migrations/0005_workflowfileexecution_fs_metadata_and_more.py
+++ b/backend/workflow_manager/file_execution/migrations/0005_workflowfileexecution_fs_metadata_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("file_execution", "0004_alter_workflowfileexecution_status"),
     ]
diff --git a/backend/workflow_manager/file_execution/models.py b/backend/workflow_manager/file_execution/models.py
index 20850909c..d96f1f0f4 100644
--- a/backend/workflow_manager/file_execution/models.py
+++ b/backend/workflow_manager/file_execution/models.py
@@ -5,6 +5,7 @@
 from django.db import models
 from utils.common_utils import CommonUtils
 from utils.models.base_model import BaseModel
+
 from workflow_manager.endpoint_v2.dto import FileHash
 from workflow_manager.endpoint_v2.models import WorkflowEndpoint
 from workflow_manager.workflow_v2.enums import ExecutionStatus
@@ -22,8 +23,7 @@ def get_or_create_file_execution(
         file_hash: FileHash,
         connection_type: WorkflowEndpoint.ConnectionType,
     ) -> "WorkflowFileExecution":
-        """
-        Retrieves or creates a new input file record for a workflow execution.
+        """Retrieves or creates a new input file record for a workflow execution.
 
         Args:
             workflow_execution: The `WorkflowExecution` object
@@ -83,9 +83,7 @@ class WorkflowFileExecution(BaseModel):
     file_path = models.CharField(
         max_length=FILE_PATH_LENGTH, null=True, db_comment="Full Path of the file"
     )
-    file_size = models.BigIntegerField(
-        null=True, db_comment="Size of the file in bytes"
-    )
+    file_size = models.BigIntegerField(null=True, db_comment="Size of the file in bytes")
     file_hash = models.CharField(
         max_length=HASH_LENGTH, null=True, db_comment="Hash of the file content"
     )
@@ -108,9 +106,7 @@ class WorkflowFileExecution(BaseModel):
         choices=ExecutionStatus.choices,
         db_comment="Current status of the execution",
     )
-    execution_time = models.FloatField(
-        null=True, db_comment="Execution time in seconds"
-    )
+    execution_time = models.FloatField(null=True, db_comment="Execution time in seconds")
     execution_error = models.TextField(
         blank=True, null=True, db_comment="Error message if execution failed"
     )
@@ -129,8 +125,7 @@ def update_status(
         status: ExecutionStatus,
         execution_error: str = None,
     ) -> None:
-        """
-        Updates the status and execution details of an input file.
+        """Updates the status and execution details of an input file.
 
         Args:
         execution_file: The `WorkflowExecutionFile` object to update
@@ -138,7 +133,7 @@ def update_status(
         execution_time: The execution time for processing the file
         execution_error: (Optional) Error message if processing failed
 
-        return:
+        Return:
             The updated `WorkflowExecutionInputFile` object
         """
         self.status = status
@@ -220,8 +215,7 @@ def update(
         file_hash: str = None,
         fs_metadata: dict[str, Any] = None,
     ) -> None:
-        """
-        Updates the file execution details.
+        """Updates the file execution details.
 
         Args:
             file_hash: (Optional) Hash of the file content
diff --git a/backend/workflow_manager/file_execution/serializers.py b/backend/workflow_manager/file_execution/serializers.py
index 41a4f33c8..9151d4ddf 100644
--- a/backend/workflow_manager/file_execution/serializers.py
+++ b/backend/workflow_manager/file_execution/serializers.py
@@ -1,6 +1,5 @@
-from typing import Optional
-
 from rest_framework import serializers
+
 from workflow_manager.file_execution.models import (
     WorkflowFileExecution as FileExecution,
 )
@@ -30,7 +29,7 @@ class Meta:
         model = FileExecution
         exclude = ["file_hash"]
 
-    def get_status_msg(self, obj: FileExecution) -> Optional[dict[str, any]]:
+    def get_status_msg(self, obj: FileExecution) -> dict[str, any] | None:
         if obj.status in [ExecutionStatus.PENDING]:
             return self.INIT_STATUS_MSG
         elif obj.status == ExecutionStatus.ERROR:
diff --git a/backend/workflow_manager/file_execution/urls.py b/backend/workflow_manager/file_execution/urls.py
index bdf4b5cf4..d3069f48a 100644
--- a/backend/workflow_manager/file_execution/urls.py
+++ b/backend/workflow_manager/file_execution/urls.py
@@ -1,5 +1,6 @@
 from django.urls import path
 from rest_framework.urlpatterns import format_suffix_patterns
+
 from workflow_manager.file_execution.views import FileCentricExecutionViewSet
 
 file_centric_list = FileCentricExecutionViewSet.as_view({"get": "list"})
diff --git a/backend/workflow_manager/file_execution/views.py b/backend/workflow_manager/file_execution/views.py
index 7a64a25e5..17885b1d0 100644
--- a/backend/workflow_manager/file_execution/views.py
+++ b/backend/workflow_manager/file_execution/views.py
@@ -3,6 +3,7 @@
 from rest_framework.filters import OrderingFilter
 from rest_framework.permissions import IsAuthenticated
 from utils.pagination import CustomPagination
+
 from workflow_manager.file_execution.filter import FileExecutionFilter
 from workflow_manager.file_execution.models import (
     WorkflowFileExecution as FileExecution,
diff --git a/backend/workflow_manager/urls.py b/backend/workflow_manager/urls.py
index 43ee3ccb2..9be3a8b37 100644
--- a/backend/workflow_manager/urls.py
+++ b/backend/workflow_manager/urls.py
@@ -1,4 +1,5 @@
 from django.urls import include, path
+
 from workflow_manager.endpoint_v2 import urls as endpoint_urls
 from workflow_manager.workflow_v2.urls import workflow as workflow_urls
 
diff --git a/backend/workflow_manager/workflow_v2/admin.py b/backend/workflow_manager/workflow_v2/admin.py
index 6ab58abaf..5f2e27d00 100644
--- a/backend/workflow_manager/workflow_v2/admin.py
+++ b/backend/workflow_manager/workflow_v2/admin.py
@@ -1,4 +1,5 @@
 from django.contrib import admin
+
 from workflow_manager.workflow_v2.models.workflow import Workflow
 
 admin.site.register(Workflow)
diff --git a/backend/workflow_manager/workflow_v2/dto.py b/backend/workflow_manager/workflow_v2/dto.py
index 52571325a..7d2859166 100644
--- a/backend/workflow_manager/workflow_v2/dto.py
+++ b/backend/workflow_manager/workflow_v2/dto.py
@@ -1,7 +1,8 @@
 from dataclasses import dataclass
-from typing import Any, Optional
+from typing import Any
 
 from celery.result import AsyncResult
+
 from workflow_manager.workflow_v2.constants import WorkflowKey
 
 
@@ -26,12 +27,12 @@ class ExecutionResponse:
     workflow_id: str
     execution_id: str
     execution_status: str
-    log_id: Optional[str] = None
-    status_api: Optional[str] = None
-    error: Optional[str] = None
-    mode: Optional[str] = None
-    result: Optional[Any] = None
-    message: Optional[str] = None
+    log_id: str | None = None
+    status_api: str | None = None
+    error: str | None = None
+    mode: str | None = None
+    result: Any | None = None
+    message: str | None = None
     result_acknowledged: bool = False
 
     def __post_init__(self) -> None:
diff --git a/backend/workflow_manager/workflow_v2/execution.py b/backend/workflow_manager/workflow_v2/execution.py
index f3415426c..9e1376f9e 100644
--- a/backend/workflow_manager/workflow_v2/execution.py
+++ b/backend/workflow_manager/workflow_v2/execution.py
@@ -1,7 +1,6 @@
 import logging
 import time
 import uuid
-from typing import Optional
 
 from account_v2.constants import Common
 from django.utils import timezone
@@ -9,15 +8,21 @@
 from tags.models import Tag
 from tool_instance_v2.models import ToolInstance
 from tool_instance_v2.tool_processor import ToolProcessor
+from usage_v2.helper import UsageHelper
+from utils.local_context import StateStore
+from utils.user_context import UserContext
+
 from unstract.tool_registry.dto import Tool
 from unstract.workflow_execution import WorkflowExecutionService
 from unstract.workflow_execution.dto import ToolInstance as ToolInstanceDataClass
 from unstract.workflow_execution.dto import WorkflowDto
-from unstract.workflow_execution.enums import ExecutionType, LogComponent, LogState
+from unstract.workflow_execution.enums import (
+    ExecutionType,
+    LogComponent,
+    LogLevel,
+    LogState,
+)
 from unstract.workflow_execution.exceptions import StopExecution
-from usage_v2.helper import UsageHelper
-from utils.local_context import StateStore
-from utils.user_context import UserContext
 from workflow_manager.file_execution.models import WorkflowFileExecution
 from workflow_manager.workflow_v2.constants import WorkflowKey
 from workflow_manager.workflow_v2.enums import ExecutionStatus
@@ -33,12 +38,12 @@ def __init__(
         self,
         workflow: Workflow,
         tool_instances: list[ToolInstance],
-        organization_id: Optional[str] = None,
-        pipeline_id: Optional[str] = None,
+        organization_id: str | None = None,
+        pipeline_id: str | None = None,
         single_step: bool = False,
         scheduled: bool = False,
         mode: tuple[str, str] = WorkflowExecution.Mode.INSTANT,
-        workflow_execution: Optional[WorkflowExecution] = None,
+        workflow_execution: WorkflowExecution | None = None,
         use_file_history: bool = True,
     ) -> None:
         tool_instances_as_dto = []
@@ -116,13 +121,13 @@ def __init__(
     def create_workflow_execution(
         cls,
         workflow_id: str,
-        pipeline_id: Optional[str] = None,
+        pipeline_id: str | None = None,
         single_step: bool = False,
         scheduled: bool = False,
-        log_events_id: Optional[str] = None,
-        execution_id: Optional[str] = None,
+        log_events_id: str | None = None,
+        execution_id: str | None = None,
         mode: tuple[str, str] = WorkflowExecution.Mode.INSTANT,
-        tags: Optional[list[Tag]] = None,
+        tags: list[Tag] | None = None,
         total_files: int = 0,
     ) -> WorkflowExecution:
         # Validating with existing execution
@@ -161,8 +166,8 @@ def create_workflow_execution(
 
     def update_execution(
         self,
-        status: Optional[ExecutionStatus] = None,
-        error: Optional[str] = None,
+        status: ExecutionStatus | None = None,
+        error: str | None = None,
         increment_attempt: bool = False,
     ) -> None:
         execution = WorkflowExecution.objects.get(pk=self.execution_id)
@@ -193,15 +198,11 @@ def has_successful_compilation(self) -> bool:
         return self.compilation_result["success"] is True
 
     def get_execution_instance(self) -> WorkflowExecution:
-        execution: WorkflowExecution = WorkflowExecution.objects.get(
-            pk=self.execution_id
-        )
+        execution: WorkflowExecution = WorkflowExecution.objects.get(pk=self.execution_id)
         return execution
 
     @classmethod
-    def get_execution_instance_by_id(
-        cls, execution_id: str
-    ) -> Optional[WorkflowExecution]:
+    def get_execution_instance_by_id(cls, execution_id: str) -> WorkflowExecution | None:
         """Get execution by execution ID.
 
         Args:
@@ -211,9 +212,7 @@ def get_execution_instance_by_id(
             Optional[WorkflowExecution]: WorkflowExecution Entity
         """
         try:
-            execution: WorkflowExecution = WorkflowExecution.objects.get(
-                pk=execution_id
-            )
+            execution: WorkflowExecution = WorkflowExecution.objects.get(pk=execution_id)
             return execution
         except WorkflowExecution.DoesNotExist:
             return None
@@ -224,8 +223,7 @@ def build(self) -> None:
             self.update_execution(status=ExecutionStatus.EXECUTING)
         else:
             logger.error(
-                "Errors while compiling workflow "
-                f"{self.compilation_result['problems']}"
+                f"Errors while compiling workflow {self.compilation_result['problems']}"
             )
             self.update_execution(
                 status=ExecutionStatus.ERROR,
@@ -316,10 +314,9 @@ def publish_final_workflow_logs(
         )
 
     def publish_average_cost_log(self, total_files: int):
-
         try:
             execution = WorkflowExecution.objects.get(pk=self.execution_id)
-            total_cost = execution.get_aggregated_usage_cost
+            total_cost = execution.get_aggregated_usage_cost()
 
             if total_cost is not None:
                 average_cost = round(total_cost / total_files, 5)
@@ -330,10 +327,23 @@ def publish_average_cost_log(self, total_files: int):
                     )
                 )
         except Exception as e:
-            logger.warning(f"Unable to get aggregated cost for '{self.id}': {str(e)}")
+            logger.warning(
+                f"Unable to get aggregated cost for '{self.execution_id}': {str(e)}"
+            )
+
+    def log_total_cost_per_file(self, run_id: str, file_name: str):
+        """Log cost details to user
 
-    def log_total_cost_per_file(self, run_id, file_name):
+        Args:
+            run_id (str): Run ID for the file being run (file execution ID)
+            file_name (str): Name of the file being executed
+        """
         cost_dict = UsageHelper.get_aggregated_token_count(run_id=run_id)
+        if not cost_dict:
+            self.publish_log(
+                f"No cost data available for file '{file_name}'", level=LogLevel.WARNING
+            )
+            return
         cost = round(cost_dict.get("cost_in_dollars") or 0, 5)
 
         # Log the total cost for a particular file executed in the workflow
@@ -424,9 +434,7 @@ def initiate_tool_execution(
         execution_type = ExecutionType.COMPLETE
         if single_step:
             execution_type = ExecutionType.STEP
-        self.publish_initial_tool_execution_logs(
-            current_file_idx, total_files, file_name
-        )
+        self.publish_initial_tool_execution_logs(current_file_idx, total_files, file_name)
         self._handle_execution_type(execution_type)
 
         source_status_message = (
diff --git a/backend/workflow_manager/workflow_v2/execution_log_utils.py b/backend/workflow_manager/workflow_v2/execution_log_utils.py
index 0e5d6c622..ff1e99f74 100644
--- a/backend/workflow_manager/workflow_v2/execution_log_utils.py
+++ b/backend/workflow_manager/workflow_v2/execution_log_utils.py
@@ -1,7 +1,6 @@
 import logging
 import sys
 from collections import defaultdict
-from typing import Optional
 
 from celery import shared_task
 from django.db import IntegrityError
@@ -10,6 +9,7 @@
 from utils.cache_service import CacheService
 from utils.constants import ExecutionLogConstants
 from utils.dto import LogDataDTO
+
 from workflow_manager.file_execution.models import WorkflowFileExecution
 from workflow_manager.workflow_v2.models import ExecutionLog, WorkflowExecution
 
@@ -28,7 +28,7 @@ def consume_log_history() -> None:
         if not log:
             break
 
-        log_data: Optional[LogDataDTO] = LogDataDTO.from_json(log)
+        log_data: LogDataDTO | None = LogDataDTO.from_json(log)
         if log_data:
             logs_to_process.append(log_data)
             logs_count += 1
@@ -45,8 +45,7 @@ def consume_log_history() -> None:
     }
 
     execution_map = {
-        str(obj.id): obj
-        for obj in WorkflowExecution.objects.filter(id__in=execution_ids)
+        str(obj.id): obj for obj in WorkflowExecution.objects.filter(id__in=execution_ids)
     }
     file_execution_map = {
         str(obj.id): obj
diff --git a/backend/workflow_manager/workflow_v2/execution_log_view.py b/backend/workflow_manager/workflow_v2/execution_log_view.py
index 849bc6adc..60dee534a 100644
--- a/backend/workflow_manager/workflow_v2/execution_log_view.py
+++ b/backend/workflow_manager/workflow_v2/execution_log_view.py
@@ -8,6 +8,7 @@
 from rest_framework.filters import OrderingFilter
 from rest_framework.versioning import URLPathVersioning
 from utils.pagination import CustomPagination
+
 from workflow_manager.workflow_v2.filters import ExecutionLogFilter
 from workflow_manager.workflow_v2.models.execution_log import ExecutionLog
 from workflow_manager.workflow_v2.serializers import WorkflowExecutionLogSerializer
diff --git a/backend/workflow_manager/workflow_v2/execution_view.py b/backend/workflow_manager/workflow_v2/execution_view.py
index 190a72617..47d99d93f 100644
--- a/backend/workflow_manager/workflow_v2/execution_view.py
+++ b/backend/workflow_manager/workflow_v2/execution_view.py
@@ -3,6 +3,7 @@
 from permissions.permission import IsOwner
 from rest_framework import viewsets
 from rest_framework.versioning import URLPathVersioning
+
 from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 from workflow_manager.workflow_v2.serializers import WorkflowExecutionSerializer
 
diff --git a/backend/workflow_manager/workflow_v2/file_history_helper.py b/backend/workflow_manager/workflow_v2/file_history_helper.py
index 7d9c26872..e7395447e 100644
--- a/backend/workflow_manager/workflow_v2/file_history_helper.py
+++ b/backend/workflow_manager/workflow_v2/file_history_helper.py
@@ -1,7 +1,8 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from django.db.utils import IntegrityError
+
 from workflow_manager.endpoint_v2.dto import FileHash
 from workflow_manager.workflow_v2.enums import ExecutionStatus
 from workflow_manager.workflow_v2.models.file_history import FileHistory
@@ -16,9 +17,9 @@ class FileHistoryHelper:
     @staticmethod
     def get_file_history(
         workflow: Workflow,
-        cache_key: Optional[str] = None,
-        provider_file_uuid: Optional[str] = None,
-    ) -> Optional[FileHistory]:
+        cache_key: str | None = None,
+        provider_file_uuid: str | None = None,
+    ) -> FileHistory | None:
         """Retrieve a file history record based on the cache key.
 
         Args:
@@ -28,7 +29,6 @@ def get_file_history(
         Returns:
             Optional[FileHistory]: The matching file history record, if found.
         """
-
         if not cache_key and not provider_file_uuid:
             return None
         try:
@@ -47,8 +47,8 @@ def create_file_history(
         status: ExecutionStatus,
         result: Any,
         metadata: Any,
-        error: Optional[str] = None,
-        file_name: Optional[str] = None,
+        error: str | None = None,
+        file_name: str | None = None,
     ) -> None:
         """Create a new file history record.
 
diff --git a/backend/workflow_manager/workflow_v2/filters/execution_log.py b/backend/workflow_manager/workflow_v2/filters/execution_log.py
index e5806baf8..f9717a39d 100644
--- a/backend/workflow_manager/workflow_v2/filters/execution_log.py
+++ b/backend/workflow_manager/workflow_v2/filters/execution_log.py
@@ -1,14 +1,13 @@
-from typing import Optional
-
 from django.db.models.query import QuerySet
 from django_filters import CharFilter, FilterSet, ModelChoiceFilter
 from rest_framework.request import Request
+
 from unstract.sdk.constants import LogLevel
 from workflow_manager.file_execution.models import WorkflowFileExecution
 from workflow_manager.workflow_v2.models.execution_log import ExecutionLog
 
 
-def get_file_executions(request: Optional[Request]) -> QuerySet:
+def get_file_executions(request: Request | None) -> QuerySet:
     """Callable for ModelChoiceFilter to dynamically filter file_execution_id."""
     if request is None or not hasattr(request, "parser_context"):
         return WorkflowFileExecution.objects.none()
diff --git a/backend/workflow_manager/workflow_v2/migrations/0001_initial.py b/backend/workflow_manager/workflow_v2/migrations/0001_initial.py
index 2fff00246..e01cebd4a 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0001_initial.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0001_initial.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
@@ -136,15 +135,11 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "attempts",
-                    models.IntegerField(
-                        db_comment="number of attempts taken", default=0
-                    ),
+                    models.IntegerField(db_comment="number of attempts taken", default=0),
                 ),
                 (
                     "execution_time",
-                    models.FloatField(
-                        db_comment="execution time in seconds", default=0
-                    ),
+                    models.FloatField(db_comment="execution time in seconds", default=0),
                 ),
             ],
             options={
@@ -287,9 +282,7 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "error",
-                    models.TextField(
-                        blank=True, db_comment="Error message", default=""
-                    ),
+                    models.TextField(blank=True, db_comment="Error message", default=""),
                 ),
                 (
                     "result",
diff --git a/backend/workflow_manager/workflow_v2/migrations/0002_remove_workflow_llm_response_and_more.py b/backend/workflow_manager/workflow_v2/migrations/0002_remove_workflow_llm_response_and_more.py
index d669ff198..2623d4d8d 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0002_remove_workflow_llm_response_and_more.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0002_remove_workflow_llm_response_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0001_initial"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0003_workflowexecution_result_acknowledged.py b/backend/workflow_manager/workflow_v2/migrations/0003_workflowexecution_result_acknowledged.py
index b329c2ac7..48f2b4b02 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0003_workflowexecution_result_acknowledged.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0003_workflowexecution_result_acknowledged.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0002_remove_workflow_llm_response_and_more"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0004_executionlog_file_execution.py b/backend/workflow_manager/workflow_v2/migrations/0004_executionlog_file_execution.py
index d0d80cd8c..a4ccb19d8 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0004_executionlog_file_execution.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0004_executionlog_file_execution.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("file_execution", "0001_initial"),
         ("workflow_v2", "0003_workflowexecution_result_acknowledged"),
diff --git a/backend/workflow_manager/workflow_v2/migrations/0005_workflowexecution_tags.py b/backend/workflow_manager/workflow_v2/migrations/0005_workflowexecution_tags.py
index 8845bbe3b..93116fa91 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0005_workflowexecution_tags.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0005_workflowexecution_tags.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("tags", "0001_initial"),
         ("workflow_v2", "0004_executionlog_file_execution"),
diff --git a/backend/workflow_manager/workflow_v2/migrations/0006_workflowexecution_workflow_ex_workflo_5942c9_idx_and_more.py b/backend/workflow_manager/workflow_v2/migrations/0006_workflowexecution_workflow_ex_workflo_5942c9_idx_and_more.py
index 637165519..ceadc73f4 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0006_workflowexecution_workflow_ex_workflo_5942c9_idx_and_more.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0006_workflowexecution_workflow_ex_workflo_5942c9_idx_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0005_workflowexecution_tags"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0007_update_execution_time.py b/backend/workflow_manager/workflow_v2/migrations/0007_update_execution_time.py
index 3d65280b9..4cf86b74f 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0007_update_execution_time.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0007_update_execution_time.py
@@ -36,7 +36,6 @@ def update_execution_time_backward(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         (
             "workflow_v2",
diff --git a/backend/workflow_manager/workflow_v2/migrations/0008_workflowexecution_total_files_and_more.py b/backend/workflow_manager/workflow_v2/migrations/0008_workflowexecution_total_files_and_more.py
index 7462c061e..a41e04b58 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0008_workflowexecution_total_files_and_more.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0008_workflowexecution_total_files_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0007_update_execution_time"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0009_update_total_files.py b/backend/workflow_manager/workflow_v2/migrations/0009_update_total_files.py
index 8fd7e8a82..6073d7038 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0009_update_total_files.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0009_update_total_files.py
@@ -31,7 +31,6 @@ def reverse_update_total_files(apps: Any, schema_editor: Any) -> None:
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0008_workflowexecution_total_files_and_more"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0010_executionlog_wf_execution_and_more.py b/backend/workflow_manager/workflow_v2/migrations/0010_executionlog_wf_execution_and_more.py
index 9b97e545d..489205ca6 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0010_executionlog_wf_execution_and_more.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0010_executionlog_wf_execution_and_more.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0009_update_total_files"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0011_remove_filehistory_unique_workflow_cachekey_and_more.py b/backend/workflow_manager/workflow_v2/migrations/0011_remove_filehistory_unique_workflow_cachekey_and_more.py
index a4ed9c412..2178ddfd8 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0011_remove_filehistory_unique_workflow_cachekey_and_more.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0011_remove_filehistory_unique_workflow_cachekey_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0010_executionlog_wf_execution_and_more"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0012_remove_wf_exec_with_invalid_wf_references.py b/backend/workflow_manager/workflow_v2/migrations/0012_remove_wf_exec_with_invalid_wf_references.py
index 7c596564a..74956bd0f 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0012_remove_wf_exec_with_invalid_wf_references.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0012_remove_wf_exec_with_invalid_wf_references.py
@@ -40,17 +40,13 @@ def remove_execution_of_deleted_wfs(apps: Any, schema_editor: Any):
 
         while True:
             # Get a batch of IDs to delete
-            batch_ids = list(
-                invalid_executions[:batch_size].values_list("id", flat=True)
-            )
+            batch_ids = list(invalid_executions[:batch_size].values_list("id", flat=True))
 
             if not batch_ids:
                 break
 
             # Delete this batch
-            deleted_count = WorkflowExecution.objects.filter(id__in=batch_ids).delete()[
-                0
-            ]
+            deleted_count = WorkflowExecution.objects.filter(id__in=batch_ids).delete()[0]
             deleted_total += deleted_count
 
             # Includes deletion of related models also
@@ -62,7 +58,6 @@ def remove_execution_of_deleted_wfs(apps: Any, schema_editor: Any):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0011_remove_filehistory_unique_workflow_cachekey_and_more"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/migrations/0013_remove_workflowexecution_workflow_id_and_more.py b/backend/workflow_manager/workflow_v2/migrations/0013_remove_workflowexecution_workflow_id_and_more.py
index 36518ab50..51bb74284 100644
--- a/backend/workflow_manager/workflow_v2/migrations/0013_remove_workflowexecution_workflow_id_and_more.py
+++ b/backend/workflow_manager/workflow_v2/migrations/0013_remove_workflowexecution_workflow_id_and_more.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("workflow_v2", "0012_remove_wf_exec_with_invalid_wf_references"),
     ]
diff --git a/backend/workflow_manager/workflow_v2/models/execution.py b/backend/workflow_manager/workflow_v2/models/execution.py
index 6cf404352..dccf72207 100644
--- a/backend/workflow_manager/workflow_v2/models/execution.py
+++ b/backend/workflow_manager/workflow_v2/models/execution.py
@@ -1,7 +1,6 @@
 import logging
 import uuid
 from datetime import timedelta
-from typing import Optional
 
 from api_v2.models import APIDeployment
 from django.core.exceptions import ObjectDoesNotExist
@@ -13,6 +12,7 @@
 from usage_v2.models import Usage
 from utils.common_utils import CommonUtils
 from utils.models.base_model import BaseModel
+
 from workflow_manager.workflow_v2.enums import ExecutionStatus
 from workflow_manager.workflow_v2.models import Workflow
 
@@ -131,9 +131,7 @@ class Type(models.TextChoices):
         db_comment="Details of encountered errors",
     )
     attempts = models.IntegerField(default=0, db_comment="number of attempts taken")
-    execution_time = models.FloatField(
-        default=0, db_comment="execution time in seconds"
-    )
+    execution_time = models.FloatField(default=0, db_comment="execution time in seconds")
     tags = models.ManyToManyField(Tag, related_name="workflow_executions", blank=True)
 
     class Meta:
@@ -151,14 +149,14 @@ def tag_names(self) -> list[str]:
         return list(self.tags.values_list("name", flat=True))
 
     @property
-    def workflow_name(self) -> Optional[str]:
+    def workflow_name(self) -> str | None:
         """Obtains the workflow's name associated to this execution."""
         if self.workflow:
             return self.workflow.workflow_name
         return None
 
     @property
-    def pipeline_name(self) -> Optional[str]:
+    def pipeline_name(self) -> str | None:
         """Obtains the pipeline's name associated to this execution.
         It could be ETL / TASK / API pipeline, None returned if there's no such pipeline
         """
@@ -193,10 +191,9 @@ def pretty_execution_time(self) -> str:
         return str(timedelta(seconds=time_in_secs)).split(".")[0]
 
     @property
-    def get_aggregated_usage_cost(self) -> Optional[float]:
+    def get_aggregated_usage_cost(self) -> float | None:
         """Retrieve aggregated cost for the given execution_id.
 
-
         Returns:
         Optional[float]: The total cost in dollars if available, else None.
 
diff --git a/backend/workflow_manager/workflow_v2/models/file_history.py b/backend/workflow_manager/workflow_v2/models/file_history.py
index 17a270228..85e9090fb 100644
--- a/backend/workflow_manager/workflow_v2/models/file_history.py
+++ b/backend/workflow_manager/workflow_v2/models/file_history.py
@@ -1,8 +1,8 @@
 import uuid
-from typing import Optional
 
 from django.db import models
 from utils.models.base_model import BaseModel
+
 from workflow_manager.workflow_v2.enums import ExecutionStatus
 from workflow_manager.workflow_v2.models.workflow import Workflow
 
@@ -64,10 +64,9 @@ class Meta:
 
     def update(
         self,
-        provider_file_uuid: Optional[str] = None,
+        provider_file_uuid: str | None = None,
     ) -> None:
-        """
-        Updates the file execution details.
+        """Updates the file execution details.
 
         Args:
             provider_file_uuid: (Optional) UUID of the file in the storage provider
diff --git a/backend/workflow_manager/workflow_v2/serializers.py b/backend/workflow_manager/workflow_v2/serializers.py
index 17f81a4b0..b40e2fa77 100644
--- a/backend/workflow_manager/workflow_v2/serializers.py
+++ b/backend/workflow_manager/workflow_v2/serializers.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Any, Optional, Union
+from typing import Any
 
 from project.constants import ProjectKey
 from rest_framework.serializers import (
@@ -14,15 +14,15 @@
 from tool_instance_v2.serializers import ToolInstanceSerializer
 from tool_instance_v2.tool_instance_helper import ToolInstanceHelper
 from utils.serializer.integrity_error_mixin import IntegrityErrorMixin
+
+from backend.constants import RequestKey
+from backend.serializers import AuditSerializer
 from workflow_manager.endpoint_v2.models import WorkflowEndpoint
 from workflow_manager.workflow_v2.constants import WorkflowExecutionKey, WorkflowKey
 from workflow_manager.workflow_v2.models.execution import WorkflowExecution
 from workflow_manager.workflow_v2.models.execution_log import ExecutionLog
 from workflow_manager.workflow_v2.models.workflow import Workflow
 
-from backend.constants import RequestKey
-from backend.serializers import AuditSerializer
-
 logger = logging.getLogger(__name__)
 
 
@@ -76,34 +76,22 @@ class ExecuteWorkflowSerializer(Serializer):
     log_guid = UUIDField(required=False)
     # TODO: Add other fields to handle WFExecution method, mode .etc.
 
-    def get_workflow_id(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_workflow_id(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(WorkflowKey.WF_ID)
 
-    def get_project_id(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_project_id(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(ProjectKey.PROJECT_ID)
 
-    def get_execution_id(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_execution_id(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(WorkflowExecutionKey.EXECUTION_ID)
 
-    def get_log_guid(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_log_guid(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(WorkflowExecutionKey.LOG_GUID)
 
-    def get_execution_action(
-        self, validated_data: dict[str, Union[str, None]]
-    ) -> Optional[str]:
+    def get_execution_action(self, validated_data: dict[str, str | None]) -> str | None:
         return validated_data.get(WorkflowKey.EXECUTION_ACTION)
 
-    def validate(
-        self, data: dict[str, Union[str, None]]
-    ) -> dict[str, Union[str, None]]:
+    def validate(self, data: dict[str, str | None]) -> dict[str, str | None]:
         workflow_id = data.get(WorkflowKey.WF_ID)
         project_id = data.get(ProjectKey.PROJECT_ID)
 
diff --git a/backend/workflow_manager/workflow_v2/urls/workflow.py b/backend/workflow_manager/workflow_v2/urls/workflow.py
index 78e1b9aff..d6ae40400 100644
--- a/backend/workflow_manager/workflow_v2/urls/workflow.py
+++ b/backend/workflow_manager/workflow_v2/urls/workflow.py
@@ -1,5 +1,6 @@
 from django.urls import path
 from rest_framework.urlpatterns import format_suffix_patterns
+
 from workflow_manager.workflow_v2.execution_log_view import WorkflowExecutionLogViewSet
 from workflow_manager.workflow_v2.execution_view import WorkflowExecutionViewSet
 from workflow_manager.workflow_v2.views import WorkflowViewSet
@@ -12,12 +13,7 @@
 )
 workflow_detail = WorkflowViewSet.as_view(
     # fmt: off
-    {
-        'get': 'retrieve',
-        'put': 'update',
-        'patch': 'partial_update',
-        'delete': 'destroy'
-    }
+    {"get": "retrieve", "put": "update", "patch": "partial_update", "delete": "destroy"}
     # fmt: on
 )
 workflow_execute = WorkflowViewSet.as_view({"post": "execute", "put": "activate"})
diff --git a/backend/workflow_manager/workflow_v2/views.py b/backend/workflow_manager/workflow_v2/views.py
index ea005da5f..1261424c4 100644
--- a/backend/workflow_manager/workflow_v2/views.py
+++ b/backend/workflow_manager/workflow_v2/views.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from django.db.models.query import QuerySet
 from permissions.permission import IsOwner
@@ -11,6 +11,8 @@
 from rest_framework.response import Response
 from rest_framework.versioning import URLPathVersioning
 from utils.filtering import FilterHelper
+
+from backend.constants import RequestKey
 from workflow_manager.endpoint_v2.destination import DestinationConnector
 from workflow_manager.endpoint_v2.dto import FileHash
 from workflow_manager.endpoint_v2.endpoint_utils import WorkflowEndpointUtils
@@ -36,8 +38,6 @@
     WorkflowSchemaHelper,
 )
 
-from backend.constants import RequestKey
-
 logger = logging.getLogger(__name__)
 
 
@@ -112,8 +112,8 @@ def get_execution(self, request: Request, pk: str) -> Response:
 
     def get_workflow_by_id_or_project_id(
         self,
-        workflow_id: Optional[str] = None,
-        project_id: Optional[str] = None,
+        workflow_id: str | None = None,
+        project_id: str | None = None,
     ) -> Workflow:
         """Retrieve workflow  by workflow id or project Id.
 
@@ -138,7 +138,7 @@ def get_workflow_by_id_or_project_id(
     def execute(
         self,
         request: Request,
-        pipeline_guid: Optional[str] = None,
+        pipeline_guid: str | None = None,
     ) -> Response:
         self.serializer_class = ExecuteWorkflowSerializer
         serializer = ExecuteWorkflowSerializer(data=request.data)
@@ -193,9 +193,9 @@ def execute(
     def execute_workflow(
         self,
         workflow: Workflow,
-        execution_action: Optional[str] = None,
-        execution_id: Optional[str] = None,
-        pipeline_guid: Optional[str] = None,
+        execution_action: str | None = None,
+        execution_id: str | None = None,
+        pipeline_guid: str | None = None,
         hash_values_of_files: dict[str, FileHash] = {},
         use_file_history: bool = False,
     ) -> ExecutionResponse:
@@ -247,9 +247,7 @@ def can_update(self, request: Request, pk: str) -> Response:
         return Response(response, status=status.HTTP_200_OK)
 
     @action(detail=True, methods=["get"])
-    def clear_file_marker(
-        self, request: Request, *args: Any, **kwargs: Any
-    ) -> Response:
+    def clear_file_marker(self, request: Request, *args: Any, **kwargs: Any) -> Response:
         workflow = self.get_object()
         response: dict[str, Any] = WorkflowHelper.clear_file_marker(
             workflow_id=workflow.id
diff --git a/backend/workflow_manager/workflow_v2/workflow_helper.py b/backend/workflow_manager/workflow_v2/workflow_helper.py
index cfca80ad3..9bef3d1bd 100644
--- a/backend/workflow_manager/workflow_v2/workflow_helper.py
+++ b/backend/workflow_manager/workflow_v2/workflow_helper.py
@@ -2,14 +2,13 @@
 import logging
 import os
 import traceback
-from typing import Any, Optional
+from typing import Any
 
 from account_v2.constants import Common
 from api_v2.models import APIDeployment
 from api_v2.utils import APIDeploymentUtils
-from celery import current_task
+from celery import current_task, shared_task
 from celery import exceptions as celery_exceptions
-from celery import shared_task
 from celery.result import AsyncResult
 from django.db import IntegrityError
 from pipeline_v2.models import Pipeline
@@ -19,12 +18,13 @@
 from tool_instance_v2.constants import ToolInstanceKey
 from tool_instance_v2.models import ToolInstance
 from tool_instance_v2.tool_instance_helper import ToolInstanceHelper
-from unstract.workflow_execution.enums import LogComponent, LogLevel, LogState
-from unstract.workflow_execution.exceptions import StopExecution
 from utils.cache_service import CacheService
 from utils.constants import Account
 from utils.local_context import StateStore
 from utils.user_context import UserContext
+
+from unstract.workflow_execution.enums import LogComponent, LogLevel, LogState
+from unstract.workflow_execution.exceptions import StopExecution
 from workflow_manager.endpoint_v2.destination import DestinationConnector
 from workflow_manager.endpoint_v2.dto import FileHash
 from workflow_manager.endpoint_v2.source import SourceConnector
@@ -85,10 +85,10 @@ def active_project_workflow(workflow_id: str) -> Workflow:
 
     @staticmethod
     def build_workflow_execution_service(
-        organization_id: Optional[str],
+        organization_id: str | None,
         workflow: Workflow,
         tool_instances: list[ToolInstance],
-        pipeline_id: Optional[str],
+        pipeline_id: str | None,
         single_step: bool,
         scheduled: bool,
         execution_mode: tuple[str, str],
@@ -156,17 +156,13 @@ def process_input_files(
                 else:
                     successful_files += 1
             except StopExecution as e:
-                execution_service.update_execution(
-                    ExecutionStatus.STOPPED, error=str(e)
-                )
+                execution_service.update_execution(ExecutionStatus.STOPPED, error=str(e))
                 break
             except Exception as e:
                 failed_files += 1
                 error_message = f"Error processing file '{file_name}'. {e}"
                 logger.error(error_message, stack_info=True, exc_info=True)
-                execution_service.publish_log(
-                    message=error_message, level=LogLevel.ERROR
-                )
+                execution_service.publish_log(message=error_message, level=LogLevel.ERROR)
         # TODO: Store only generic WF errors here (concerning all failed files)
         # TODO: Review if we need partial success
         final_status = (
@@ -198,8 +194,7 @@ def _process_file(
         execution_service: WorkflowExecutionServiceHelper,
         single_step: bool,
         file_hash: FileHash,
-    ) -> Optional[str]:
-
+    ) -> str | None:
         # Delete previous execution directory to avoid conflicts
         destination.delete_execution_directory()
 
@@ -285,9 +280,7 @@ def _process_file(
                 file_execution_id=file_execution_id,
             )
         except Exception as e:
-            error_message = (
-                f"Error during output processing for '{file_name}': {str(e)}"
-            )
+            error_message = f"Error during output processing for '{file_name}': {str(e)}"
             logger.error(error_message, stack_info=True, exc_info=True)
             execution_service.publish_log(error_message, level=LogLevel.ERROR)
             error = error_message
@@ -322,11 +315,11 @@ def run_workflow(
         workflow: Workflow,
         workflow_execution: WorkflowExecution,
         hash_values_of_files: dict[str, FileHash] = {},
-        organization_id: Optional[str] = None,
-        pipeline_id: Optional[str] = None,
+        organization_id: str | None = None,
+        pipeline_id: str | None = None,
         scheduled: bool = False,
         single_step: bool = False,
-        execution_mode: Optional[tuple[str, str]] = None,
+        execution_mode: tuple[str, str] | None = None,
         use_file_history: bool = True,
     ) -> ExecutionResponse:
         tool_instances: list[ToolInstance] = (
@@ -365,9 +358,7 @@ def run_workflow(
             source.validate()
             destination.validate()
             # Execution Process
-            input_files, total_files = source.list_files_from_source(
-                hash_values_of_files
-            )
+            input_files, total_files = source.list_files_from_source(hash_values_of_files)
             workflow_execution.total_files = total_files
             workflow_execution.save()
             workflow_execution = WorkflowHelper.process_input_files(
@@ -407,7 +398,7 @@ def run_workflow(
 
     @staticmethod
     def _update_pipeline_status(
-        pipeline_id: Optional[str], workflow_execution: WorkflowExecution
+        pipeline_id: str | None, workflow_execution: WorkflowExecution
     ) -> None:
         try:
             if pipeline_id:
@@ -459,9 +450,7 @@ def get_status_of_async_task(
         """
         execution = WorkflowExecution.objects.get(id=execution_id)
         if not execution.task_id:
-            raise TaskDoesNotExistError(
-                f"No task ID found for execution: {execution_id}"
-            )
+            raise TaskDoesNotExistError(f"No task ID found for execution: {execution_id}")
 
         result = AsyncResult(str(execution.task_id))
         task = AsyncResultData(async_result=result)
@@ -505,8 +494,8 @@ def execute_workflow_async(
         execution_id: str,
         hash_values_of_files: dict[str, FileHash],
         timeout: int = -1,
-        pipeline_id: Optional[str] = None,
-        queue: Optional[str] = None,
+        pipeline_id: str | None = None,
+        queue: str | None = None,
         use_file_history: bool = True,
     ) -> ExecutionResponse:
         """Adding a workflow to the queue for execution.
@@ -581,9 +570,7 @@ def execute_workflow_async(
                 message=WorkflowMessages.CELERY_TIMEOUT_MESSAGE,
             )
         except Exception as error:
-            WorkflowExecutionServiceHelper.update_execution_err(
-                execution_id, str(error)
-            )
+            WorkflowExecutionServiceHelper.update_execution_err(execution_id, str(error))
             logger.error(
                 f"Error while enqueuing async job for WF '{workflow_id}', "
                 f"execution '{execution_id}': {str(error)}",
@@ -612,11 +599,11 @@ def execute_bin(
         execution_id: str,
         hash_values_of_files: dict[str, dict[str, Any]],
         scheduled: bool = False,
-        execution_mode: Optional[tuple[str, str]] = None,
-        pipeline_id: Optional[str] = None,
+        execution_mode: tuple[str, str] | None = None,
+        pipeline_id: str | None = None,
         use_file_history: bool = True,
         **kwargs: dict[str, Any],
-    ) -> Optional[list[Any]]:
+    ) -> list[Any] | None:
         """Asynchronous Execution By celery.
 
         Args:
@@ -662,11 +649,11 @@ def execute_workflow(
         execution_id: str,
         hash_values_of_files: dict[str, str],
         scheduled: bool = False,
-        execution_mode: Optional[tuple[str, str]] = None,
-        pipeline_id: Optional[str] = None,
+        execution_mode: tuple[str, str] | None = None,
+        pipeline_id: str | None = None,
         use_file_history: bool = True,
         **kwargs: dict[str, Any],
-    ) -> Optional[list[Any]]:
+    ) -> list[Any] | None:
         """Asynchronous Execution By celery.
 
         Args:
@@ -697,22 +684,19 @@ def execute_workflow(
             f"files: {len(hash_values_of_files)}"
         )
         hash_values = {
-            key: FileHash.from_json(value)
-            for key, value in hash_values_of_files.items()
+            key: FileHash.from_json(value) for key, value in hash_values_of_files.items()
         }
         workflow = Workflow.objects.get(id=workflow_id)
         # TODO: Make use of WorkflowExecution.get_or_create()
         try:
-            workflow_execution = (
-                WorkflowExecutionServiceHelper.create_workflow_execution(
-                    workflow_id=workflow_id,
-                    single_step=False,
-                    pipeline_id=pipeline_id,
-                    mode=WorkflowExecution.Mode.QUEUE,
-                    execution_id=execution_id,
-                    total_files=len(hash_values),
-                    **kwargs,  # type: ignore
-                )
+            workflow_execution = WorkflowExecutionServiceHelper.create_workflow_execution(
+                workflow_id=workflow_id,
+                single_step=False,
+                pipeline_id=pipeline_id,
+                mode=WorkflowExecution.Mode.QUEUE,
+                execution_id=execution_id,
+                total_files=len(hash_values),
+                **kwargs,  # type: ignore
             )
         except IntegrityError:
             # Use existing instance on retry attempt
@@ -736,18 +720,16 @@ def execute_workflow(
             logger.error(
                 f"Error executing execution {workflow_execution}: {error_message}"
             )
-            WorkflowExecutionServiceHelper.update_execution_err(
-                execution_id, str(error)
-            )
+            WorkflowExecutionServiceHelper.update_execution_err(execution_id, str(error))
             raise
         return execution_response.result
 
     @staticmethod
     def complete_execution(
         workflow: Workflow,
-        execution_id: Optional[str] = None,
-        pipeline_id: Optional[str] = None,
-        execution_mode: Optional[WorkflowExecution] = WorkflowExecution.Mode.QUEUE,
+        execution_id: str | None = None,
+        pipeline_id: str | None = None,
+        execution_mode: WorkflowExecution | None = WorkflowExecution.Mode.QUEUE,
         hash_values_of_files: dict[str, FileHash] = {},
         use_file_history: bool = False,
     ) -> ExecutionResponse:
@@ -755,14 +737,12 @@ def complete_execution(
             logger.info(f"Executing pipeline: {pipeline_id}")
             # Create a new WorkflowExecution entity for each pipeline execution.
             # This ensures every pipeline run is tracked as a distinct execution.
-            workflow_execution = (
-                WorkflowExecutionServiceHelper.create_workflow_execution(
-                    workflow_id=workflow.id,
-                    single_step=False,
-                    pipeline_id=pipeline_id,
-                    mode=execution_mode,
-                    total_files=len(hash_values_of_files),
-                )
+            workflow_execution = WorkflowExecutionServiceHelper.create_workflow_execution(
+                workflow_id=workflow.id,
+                single_step=False,
+                pipeline_id=pipeline_id,
+                mode=execution_mode,
+                total_files=len(hash_values_of_files),
             )
             execution_id = workflow_execution.id
             log_events_id = StateStore.get(Common.LOG_EVENTS_ID)
@@ -845,7 +825,7 @@ def get_current_execution(execution_id: str) -> ExecutionResponse:
     def step_execution(
         workflow: Workflow,
         execution_action: str,
-        execution_id: Optional[str] = None,
+        execution_id: str | None = None,
         hash_values_of_files: dict[str, FileHash] = {},
     ) -> ExecutionResponse:
         if execution_action is Workflow.ExecutionAction.START.value:  # type: ignore
@@ -878,7 +858,7 @@ def step_execution(
                 or workflow_execution.execution_type != WorkflowExecution.Type.STEP
             ):
                 raise InvalidRequest(WorkflowErrors.INVALID_EXECUTION_ID)
-            current_action: Optional[str] = CacheService.get_key(execution_id)
+            current_action: str | None = CacheService.get_key(execution_id)
             logger.info(f"workflow_execution.current_action {current_action}")
             if current_action is None:
                 raise InvalidRequest(WorkflowErrors.INVALID_EXECUTION_ID)
@@ -897,7 +877,7 @@ def step_execution(
     @staticmethod
     def create_and_make_execution_response(
         workflow_id: str,
-        pipeline_id: Optional[str] = None,
+        pipeline_id: str | None = None,
         single_step: bool = False,
         mode: tuple[str, str] = WorkflowExecution.Mode.INSTANT,
     ) -> ExecutionResponse:
@@ -961,9 +941,7 @@ def get_workflow_execution_id(execution_id: str) -> str:
     @staticmethod
     def get_execution_by_id(execution_id: str) -> WorkflowExecution:
         try:
-            execution: WorkflowExecution = WorkflowExecution.objects.get(
-                id=execution_id
-            )
+            execution: WorkflowExecution = WorkflowExecution.objects.get(id=execution_id)
             return execution
         except WorkflowExecution.DoesNotExist:
             raise WorkflowDoesNotExistError()
@@ -1057,7 +1035,7 @@ def get_json_schema(
             dict[str, Any]: JSON schema for the requested entity
         """
         schema_path = (
-            f"{os.path.dirname(__file__)}/static/" f"{schema_type}/{schema_entity}.json"
+            f"{os.path.dirname(__file__)}/static/{schema_type}/{schema_entity}.json"
         )
         with open(schema_path, encoding="utf-8") as file:
             schema = json.load(file)
diff --git a/dev-env-cli.sh b/dev-env-cli.sh
index a0826c159..a8f0a2da9 100755
--- a/dev-env-cli.sh
+++ b/dev-env-cli.sh
@@ -36,8 +36,8 @@ check_dependencies() {
     echo "$red_text""Both 'docker compose' and 'docker-compose' not found. Exiting.""$default_text"
     exit 1
   fi
-  if ! command -v pdm &> /dev/null; then
-    echo "$red_text""pdm not found. Exiting.""$default_text"
+  if ! command -v uv &> /dev/null; then
+    echo "$red_text""uv not found. Exiting.""$default_text"
     exit 1
   fi
 }
@@ -178,7 +178,12 @@ setup_venv() {
     echo -e "Nothing to do for ""$blue_text""$opt_service""$default_text"
   elif [ -e "pyproject.toml" ]; then
     echo -e "Setting up ""$blue_text""Python venv""$default_text"" for ""$blue_text""$opt_service""$default_text"
-    pdm venv create -w virtualenv --with-pip $opt_force
+    if [ -e ".venv" ] && [ "$opt_force" = "--force" ]; then
+      rm -rf .venv
+    fi
+    python3 -m venv .venv
+    source .venv/bin/activate
+    pip install --upgrade pip
   fi
 
   popd 1>/dev/null
@@ -201,7 +206,7 @@ activate_venv() {
     echo -e "Run the following in a ""$blue_text""new terminal""$default_text"" to activate venv for ""$blue_text""$opt_service""$default_text"":"
     echo ""
     echo "cd ${script_dir}/$opt_service"
-    echo "eval \"$(pdm venv activate in-project)\""
+    echo "source .venv/bin/activate"
   fi
 
   popd 1>/dev/null
@@ -223,8 +228,8 @@ install_deps() {
       return
     fi
     echo -e "Installing dependencies in venv for ""$blue_text""$opt_service""$default_text"
-    eval "$(pdm venv activate in-project)"
-    pdm sync
+    source .venv/bin/activate
+    uv pip install -e .
   fi
 
   popd 1>/dev/null
@@ -245,7 +250,7 @@ destroy_venv() {
       return
     fi
     echo -e "Destroying venv for ""$blue_text""$opt_service""$default_text"
-    pdm venv remove in-project
+    rm -rf .venv
   fi
 
   popd 1>/dev/null
@@ -259,9 +264,16 @@ install_pre_commit_hook() {
   pushd ${script_dir} 1>/dev/null
 
   echo -e "Installing ""$blue_text""Git pre-commit hook""$default_text"
-  pdm venv create -w virtualenv --with-pip $opt_force
-  eval $(pdm venv activate in-project)
-  pdm sync --dev -G lint -G hook-check-django-migrations
+  if [ -e ".venv" ] && [ "$opt_force" = "--force" ]; then
+    rm -rf .venv
+  fi
+  python3 -m venv .venv
+  source .venv/bin/activate
+  uv pip install pre-commit
+  # Install lint and hook-check-django-migrations dependencies
+  if [ -e "pyproject.toml" ]; then
+      uv sync --group dev --group hook-check-django-migrations
+  fi
   pre-commit install
 
   popd 1>/dev/null
@@ -278,7 +290,7 @@ run_pre_commit_hook() {
     echo -e "$blue_text""Git pre-commit hook""$default_text"" not found. Please run install first."
     return
   fi
-  eval "$(pdm venv activate in-project)"
+  source .venv/bin/activate
   pre-commit run
 
   popd 1>/dev/null
diff --git a/docker/README.md b/docker/README.md
index d895f069c..d4fafa281 100644
--- a/docker/README.md
+++ b/docker/README.md
@@ -65,18 +65,10 @@ scheduler
   |   |- unstract
   |       |- scheduler
   |           |- main.py
-  |- pdm.lock
+  |- uv.lock
   |- pyproject.toml
 ```
 
-Add the following in `pyproject.toml` to detect package in `src`:
-
-```pyproject.toml
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-```
-
 This will install the project to:
 
 ```bash
diff --git a/docker/docker-compose-dev-essentials.yaml b/docker/docker-compose-dev-essentials.yaml
index 7b6378387..02e2e4ad2 100644
--- a/docker/docker-compose-dev-essentials.yaml
+++ b/docker/docker-compose-dev-essentials.yaml
@@ -1,6 +1,6 @@
 services:
   db:
-    image: 'pgvector/pgvector:pg15'
+    image: "pgvector/pgvector:pg15"
     container_name: unstract-db
     restart: unless-stopped
     # set shared memory limit when using docker-compose
@@ -29,13 +29,13 @@ services:
       - traefik.enable=false
 
   minio:
-    image: 'minio/minio:latest'
+    image: "minio/minio:latest"
     container_name: unstract-minio
     hostname: minio
     restart: unless-stopped
     ports:
-      - '9000:9000'
-      - '9001:9001'
+      - "9000:9000"
+      - "9001:9001"
     volumes:
       - minio_data:/data
     env_file:
@@ -72,8 +72,7 @@ services:
     #   This is required because Traefik by default tries available networks in a
     #   round-robin fashion. With multiple providers, services can be on multiple
     #   networks causing 504 Gateway Timeout.
-    command:
-      --api.insecure=true
+    command: --api.insecure=true
       --accesslog=true --log.level=INFO
       --providers.docker=true --providers.docker.network=unstract-network
       --providers.file.filename=/proxy_overrides.yaml --providers.file.watch=true
@@ -97,8 +96,8 @@ services:
     container_name: unstract-flipt
     restart: unless-stopped
     ports: # Forwarded to available host ports
-      - "8082:8080"  # REST API port
-      - "9005:9000"  # gRPC port
+      - "8082:8080" # REST API port
+      - "9005:9000" # gRPC port
     # https://www.flipt.io/docs/configuration/overview#environment-variables)
     # https://www.flipt.io/docs/configuration/overview#configuration-parameters
     env_file:
@@ -123,7 +122,7 @@ services:
 
   qdrant:
     # Vector DB for doc indexer
-    image: 'qdrant/qdrant:v1.8.3'
+    image: "qdrant/qdrant:v1.8.3"
     container_name: unstract-vector-db
     restart: unless-stopped
     ports:
@@ -141,3 +140,4 @@ volumes:
   postgres_data:
   qdrant_data:
   redis_data:
+  prompt_studio_data:
diff --git a/docker/dockerfiles/backend.Dockerfile b/docker/dockerfiles/backend.Dockerfile
index db68f0952..65a3f537b 100644
--- a/docker/dockerfiles/backend.Dockerfile
+++ b/docker/dockerfiles/backend.Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.9-slim
+FROM python:3.12.9-slim
 
 LABEL maintainer="Zipstack Inc."
 
@@ -11,38 +11,48 @@ ENV \
     BUILD_CONTEXT_PATH=backend \
     BUILD_PACKAGES_PATH=unstract \
     DJANGO_SETTINGS_MODULE="backend.settings.dev" \
-    PDM_VERSION=2.16.1 \
     # OpenTelemetry configuration (disabled by default, enable in docker-compose)
     OTEL_TRACES_EXPORTER=none \
-    OTEL_METRICS_EXPORTER=none \
     OTEL_LOGS_EXPORTER=none \
     OTEL_SERVICE_NAME=unstract_backend
 
 # Install system dependencies
-RUN apt-get update; \
+RUN apt-get update && \
     apt-get --no-install-recommends install -y \
-        # unstract sdk
-        build-essential libmagic-dev pkg-config \
-        # git url
-        git; \
-    apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*; \
-    \
-    pip install --no-cache-dir -U pip pdm~=${PDM_VERSION};
+    autoconf \
+    automake \
+    build-essential \
+    cmake \
+    freetds-dev \
+    g++ \
+    gcc \
+    git \
+    libkrb5-dev \
+    libmagic-dev \
+    libssl-dev \
+    libtool \
+    ninja-build \
+    pkg-config \
+    python3-dev && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*
+
+COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
 WORKDIR /app
 
-# Create venv and install gunicorn and other deps in it
-RUN pdm venv create -w virtualenv --with-pip && \
-    . .venv/bin/activate
+# Copy only what's needed for dependency installation first
+COPY pyproject.toml uv.lock /app/
 
+# Copy source code and dependencies
 COPY ${BUILD_CONTEXT_PATH}/ /app/
-# Copy local dependency packages
-COPY ${BUILD_PACKAGES_PATH}/ /unstract
+COPY ${BUILD_PACKAGES_PATH}/ /unstract/
 
-# Install dependencies
-RUN . .venv/bin/activate && \
-    pdm sync --prod --no-editable --with deploy && \
-    opentelemetry-bootstrap -a install
+# Install dependencies in one layer
+RUN uv sync --frozen && \
+    uv sync --group deploy && \
+    .venv/bin/python3 -m ensurepip --upgrade && \
+    uv run opentelemetry-bootstrap -a install
 
 EXPOSE 8000
 
diff --git a/docker/dockerfiles/backend.Dockerfile.dockerignore b/docker/dockerfiles/backend.Dockerfile.dockerignore
index 28e33a313..04276a19f 100644
--- a/docker/dockerfiles/backend.Dockerfile.dockerignore
+++ b/docker/dockerfiles/backend.Dockerfile.dockerignore
@@ -42,9 +42,6 @@
 *.idea
 *.vscode
 *.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
 !LICENSE
 *.md
 !README.md
diff --git a/docker/dockerfiles/frontend.Dockerfile.dockerignore b/docker/dockerfiles/frontend.Dockerfile.dockerignore
index 334d6cacd..bf485e373 100644
--- a/docker/dockerfiles/frontend.Dockerfile.dockerignore
+++ b/docker/dockerfiles/frontend.Dockerfile.dockerignore
@@ -42,9 +42,6 @@
 *.idea
 *.vscode
 *.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
 !LICENSE
 *.md
 !README.md
diff --git a/docker/dockerfiles/platform.Dockerfile b/docker/dockerfiles/platform.Dockerfile
index c2866c95b..460ad8516 100644
--- a/docker/dockerfiles/platform.Dockerfile
+++ b/docker/dockerfiles/platform.Dockerfile
@@ -1,6 +1,9 @@
-FROM python:3.9-slim
+# Use a specific version of Python slim image
+FROM python:3.12.9-slim
 
-LABEL maintainer="Zipstack Inc."
+LABEL maintainer="Zipstack Inc." \
+    description="Platform Service Container" \
+    version="1.0"
 
 ENV \
     # Keeps Python from generating .pyc files in the container
@@ -10,45 +13,49 @@ ENV \
     PYTHONPATH=/unstract \
     BUILD_CONTEXT_PATH=platform-service \
     BUILD_PACKAGES_PATH=unstract \
-    PDM_VERSION=2.16.1 \
+    APP_USER=unstract \
+    APP_HOME=/app \
     # OpenTelemetry configuration (disabled by default, enable in docker-compose)
     OTEL_TRACES_EXPORTER=none \
     OTEL_METRICS_EXPORTER=none \
     OTEL_LOGS_EXPORTER=none \
     OTEL_SERVICE_NAME=unstract_platform
 
-# Install system dependencies
-RUN apt-get update; \
-    apt-get --no-install-recommends install -y  \
-    # unstract sdk
-    build-essential libmagic-dev; \
-    \
-    apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*; \
-    \
-    pip install --no-cache-dir -U pip pdm~=${PDM_VERSION}; \
-    \
-    # Creates a non-root user with an explicit UID and adds permission to access the /app folder
-    # For more info, please refer to https://aka.ms/vscode-docker-python-configure-containers
-    adduser -u 5678 --disabled-password --gecos "" unstract;
+# Install system dependencies and create user in one layer
+RUN apt-get update && \
+    apt-get --no-install-recommends install -y build-essential libmagic-dev git && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/* && \
+    adduser -u 5678 --disabled-password --gecos "" ${APP_USER} && \
+    mkdir -p ${APP_HOME} && \
+    chown -R ${APP_USER}:${APP_USER} ${APP_HOME}
 
-USER unstract
+# Install uv package manager
+COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
-WORKDIR /app
+WORKDIR ${APP_HOME}
 
-# Create venv and install gunicorn and other deps in it
-RUN pdm venv create -w virtualenv --with-pip && \
-    . .venv/bin/activate
+# Copy dependency files first to leverage Docker cache
+COPY --chown=${APP_USER} ${BUILD_CONTEXT_PATH}/pyproject.toml ${BUILD_CONTEXT_PATH}/uv.lock ./
 
 # Read and execute access to non-root user to avoid security hotspot
 # Write access to specific sub-directory need to be explicitly provided if required
-COPY --chmod=755 ${BUILD_CONTEXT_PATH} /app/
+COPY --chown=${APP_USER} ${BUILD_CONTEXT_PATH} /app/
 # Copy local dependency packages
-COPY --chown=unstract ${BUILD_PACKAGES_PATH} /unstract
+COPY --chown=${APP_USER} ${BUILD_PACKAGES_PATH}/core /unstract/core
+COPY --chown=${APP_USER} ${BUILD_PACKAGES_PATH}/flags /unstract/flags
 
-# Install dependencies
-RUN . .venv/bin/activate && \
-    pdm sync --prod --no-editable --with deploy && \
-    opentelemetry-bootstrap -a install
+# Copy application files
+COPY --chown=${APP_USER} ${BUILD_CONTEXT_PATH} ./
+
+# Switch to non-root user
+USER ${APP_USER}
+
+# Create virtual environment and install dependencies in one layer
+RUN uv sync --frozen \
+    && uv sync --group deploy \
+    && .venv/bin/python3 -m ensurepip --upgrade \
+    && uv run opentelemetry-bootstrap -a install
 
 EXPOSE 3001
 
diff --git a/docker/dockerfiles/platform.Dockerfile.dockerignore b/docker/dockerfiles/platform.Dockerfile.dockerignore
index ef5d0a4f3..8e455ee73 100644
--- a/docker/dockerfiles/platform.Dockerfile.dockerignore
+++ b/docker/dockerfiles/platform.Dockerfile.dockerignore
@@ -42,9 +42,6 @@
 *.idea
 *.vscode
 *.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
 !LICENSE
 *.md
 !README.md
diff --git a/docker/dockerfiles/prompt.Dockerfile b/docker/dockerfiles/prompt.Dockerfile
index adbd023ae..321b01d36 100644
--- a/docker/dockerfiles/prompt.Dockerfile
+++ b/docker/dockerfiles/prompt.Dockerfile
@@ -1,66 +1,73 @@
-FROM python:3.9-slim
+# Use a specific version of Python slim image
+FROM python:3.12.9-slim
 
-LABEL maintainer="Zipstack Inc."
+LABEL maintainer="Zipstack Inc." \
+    description="Prompt Service Container" \
+    version="1.0"
 
-ENV \
-    # Keeps Python from generating .pyc files in the container
-    PYTHONDONTWRITEBYTECODE=1 \
+ENV PYTHONDONTWRITEBYTECODE=1 \
     # Set to immediately flush stdout and stderr streams without first buffering
     PYTHONUNBUFFERED=1 \
     PYTHONPATH=/unstract \
     BUILD_CONTEXT_PATH=prompt-service \
     BUILD_PACKAGES_PATH=unstract \
     TARGET_PLUGINS_PATH=src/unstract/prompt_service/plugins \
-    PDM_VERSION=2.16.1 \
+    APP_USER=unstract \
+    APP_HOME=/app \
     # OpenTelemetry configuration (disabled by default, enable in docker-compose)
     OTEL_TRACES_EXPORTER=none \
     OTEL_METRICS_EXPORTER=none \
     OTEL_LOGS_EXPORTER=none \
     OTEL_SERVICE_NAME=unstract_prompt
 
-# Install system dependencies
-RUN apt-get update; \
+# Install system dependencies, create user, and setup directories in one layer
+RUN apt-get update && \
     apt-get --no-install-recommends install -y \
-    # unstract sdk
-    build-essential libmagic-dev pkg-config \
-    # git url
-    git; \
-    apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*; \
-    \
-    pip install --no-cache-dir -U pip pdm~=${PDM_VERSION}; \
-    \
-    # Creates a non-root user with an explicit UID and adds permission to access the /app folder
-    # For more info, please refer to https://aka.ms/vscode-docker-python-configure-containers
-    adduser -u 5678 --disabled-password --gecos "" unstract;
+    build-essential \
+    libmagic-dev \
+    pkg-config \
+    git && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/* && \
+    adduser -u 5678 --disabled-password --gecos "" ${APP_USER} && \
+    mkdir -p ${APP_HOME} && \
+    chown -R ${APP_USER}:${APP_USER} ${APP_HOME}
 
-USER unstract
+# Install uv package manager
+COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
-WORKDIR /app
+WORKDIR ${APP_HOME}
 
-# Create venv and install gunicorn and other deps in it
-RUN pdm venv create -w virtualenv --with-pip && \
-    . .venv/bin/activate
+# Copy dependency files first for better caching
+COPY --chown=${APP_USER} ${BUILD_CONTEXT_PATH}/pyproject.toml ${BUILD_CONTEXT_PATH}/uv.lock ./
 
-# TODO: Security issue but ignoring it for nuitka based builds
-COPY --chown=unstract ${BUILD_CONTEXT_PATH} /app/
-# Copy local dependencies
-COPY --chown=unstract ${BUILD_PACKAGES_PATH}/core /unstract/core
-COPY --chown=unstract ${BUILD_PACKAGES_PATH}/flags /unstract/flags
+# Copy required packages
+COPY --chown=${APP_USER} ${BUILD_PACKAGES_PATH}/core /unstract/core
+COPY --chown=${APP_USER} ${BUILD_PACKAGES_PATH}/flags /unstract/flags
 
-# Install dependencies and plugins (if any)
-RUN . .venv/bin/activate && \
-    pdm sync --prod --no-editable --with deploy && \
+# Copy application code
+COPY --chown=${APP_USER} ${BUILD_CONTEXT_PATH} /app/
+
+# Switch to non-root user
+USER ${APP_USER}
+
+# Install dependencies in a single layer
+RUN uv sync --frozen && \
+    uv sync && \
+    . .venv/bin/activate && \
     for dir in "${TARGET_PLUGINS_PATH}"/*/; do \
-        dirpath=${dir%*/}; \
-        if [ "${dirpath##*/}" != "*" ]; then \
-            cd "$dirpath" && \
-            echo "Installing plugin: ${dirpath##*/}..." && \
-            pdm sync --prod --no-editable && \
-            cd -; \
-        fi; \
+    dirpath=${dir%*/}; \
+    if [ "${dirpath##*/}" != "*" ]; then \
+    cd "$dirpath" && \
+    echo "Installing plugin: ${dirpath##*/}..." && \
+    uv sync && \
+    cd -; \
+    fi; \
     done && \
-    mkdir prompt-studio-data && \
-    opentelemetry-bootstrap -a install
+    uv sync --group deploy && \
+    .venv/bin/python3 -m ensurepip --upgrade && \
+    uv run opentelemetry-bootstrap -a install && \
+    mkdir -p prompt-studio-data
 
 EXPOSE 3003
 
diff --git a/docker/dockerfiles/prompt.Dockerfile.dockerignore b/docker/dockerfiles/prompt.Dockerfile.dockerignore
index 30b4506ec..e49108bb6 100644
--- a/docker/dockerfiles/prompt.Dockerfile.dockerignore
+++ b/docker/dockerfiles/prompt.Dockerfile.dockerignore
@@ -42,9 +42,6 @@
 *.idea
 *.vscode
 *.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
 !LICENSE
 *.md
 !README.md
diff --git a/docker/dockerfiles/runner.Dockerfile b/docker/dockerfiles/runner.Dockerfile
index 36a473df1..b61d2ef4a 100644
--- a/docker/dockerfiles/runner.Dockerfile
+++ b/docker/dockerfiles/runner.Dockerfile
@@ -1,16 +1,18 @@
-FROM python:3.9-slim
+# Use a specific version of Python slim image
+FROM python:3.12.9-slim
 
 LABEL maintainer="Zipstack Inc."
+LABEL description="Runner Service Container"
+LABEL version="1.0"
 
-ENV \
-    # Keeps Python from generating .pyc files in the container
-    PYTHONDONTWRITEBYTECODE=1 \
+# Set environment variables
+ENV PYTHONDONTWRITEBYTECODE=1 \
     # Set to immediately flush stdout and stderr streams without first buffering
     PYTHONUNBUFFERED=1 \
     PYTHONPATH=/unstract \
     BUILD_CONTEXT_PATH=runner \
     BUILD_PACKAGES_PATH=unstract \
-    PDM_VERSION=2.16.1 \
+    APP_HOME=/app \
     # OpenTelemetry configuration (disabled by default, enable in docker-compose)
     OTEL_TRACES_EXPORTER=none \
     OTEL_METRICS_EXPORTER=none \
@@ -18,35 +20,37 @@ ENV \
     OTEL_SERVICE_NAME=unstract_runner
 
 RUN apt-get update \
-    && apt-get --no-install-recommends install -y docker \
-    && apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/* \
-    \
-    && pip install --no-cache-dir -U pip pdm~=${PDM_VERSION}
+    && apt-get --no-install-recommends install -y docker git\
+    && apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*
 
-WORKDIR /app
 
-# Create venv and install gunicorn and other deps in it
-RUN pdm venv create -w virtualenv --with-pip && \
-    . .venv/bin/activate
+# Install uv package manager
+COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
-COPY ${BUILD_CONTEXT_PATH} /app/
+WORKDIR ${APP_HOME}
+
+# Copy only requirements files first to leverage Docker cache
+COPY ${BUILD_CONTEXT_PATH}/pyproject.toml .
+COPY ${BUILD_CONTEXT_PATH}/uv.lock .
 # Copy local dependency packages
 COPY ${BUILD_PACKAGES_PATH}/core /unstract/core
 COPY ${BUILD_PACKAGES_PATH}/flags /unstract/flags
+COPY ${BUILD_CONTEXT_PATH} /app/
+
+# Create virtual environment and install dependencies in one layer
+RUN uv sync --frozen \
+    && uv sync --group deploy \
+    && .venv/bin/python3 -m ensurepip --upgrade \
+    && uv run opentelemetry-bootstrap -a install
 
 RUN \
-    # source command may not be availble in sh
-    . .venv/bin/activate; \
-    \
-    pdm sync --prod --no-editable --with deploy; \
+    uv pip install --system; \
     \
     if [ -f cloud_requirements.txt ]; then \
-        pip install --no-cache-dir -r cloud_requirements.txt; \
+    uv pip install --no-cache-dir -r cloud_requirements.txt; \
     else \
-        echo "cloud_requirements.txt does not exist"; \
-    fi; \
-    \
-    opentelemetry-bootstrap -a install
+    echo "cloud_requirements.txt does not exist"; \
+    fi
 
 EXPOSE 5002
 
diff --git a/docker/dockerfiles/runner.Dockerfile.dockerignore b/docker/dockerfiles/runner.Dockerfile.dockerignore
index 51dc2dd3a..5e1595cc4 100644
--- a/docker/dockerfiles/runner.Dockerfile.dockerignore
+++ b/docker/dockerfiles/runner.Dockerfile.dockerignore
@@ -42,9 +42,6 @@
 *.idea
 *.vscode
 *.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
 !LICENSE
 *.md
 !README.md
diff --git a/docker/dockerfiles/tool-sidecar.Dockerfile b/docker/dockerfiles/tool-sidecar.Dockerfile
index 201d99aaa..ae0662a5f 100644
--- a/docker/dockerfiles/tool-sidecar.Dockerfile
+++ b/docker/dockerfiles/tool-sidecar.Dockerfile
@@ -1,5 +1,5 @@
-# Use Python 3.9 alpine for minimal size
-FROM python:3.9-slim
+# Use Python 3.12.9-slim for minimal size
+FROM python:3.12.9-slim
 LABEL maintainer="Zipstack Inc."
 
 ENV \
@@ -10,7 +10,6 @@ ENV \
     PYTHONPATH=/unstract \
     BUILD_CONTEXT_PATH=tool-sidecar \
     BUILD_PACKAGES_PATH=unstract \
-    PDM_VERSION=2.16.1 \
     # OpenTelemetry configuration (disabled by default, enable in docker-compose)
     OTEL_TRACES_EXPORTER=none \
     OTEL_METRICS_EXPORTER=none \
@@ -20,29 +19,28 @@ ENV \
 
 RUN apt-get update \
     && apt-get --no-install-recommends install -y docker \
-    && apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/* \
-    \
-    && pip install --no-cache-dir -U pip pdm~=${PDM_VERSION}
+    && apt-get clean && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*
 
-WORKDIR /app
+# Install uv package manager
+COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
-# Create venv and install gunicorn and other deps in it
-RUN pdm venv create -w virtualenv --with-pip && \
-    . .venv/bin/activate
+WORKDIR /app
 
 # Copy local dependency packages first
+COPY ${BUILD_CONTEXT_PATH}/pyproject.toml .
+COPY ${BUILD_CONTEXT_PATH}/uv.lock .
+
+# Copy local dependency packages
 COPY ${BUILD_PACKAGES_PATH}/core /unstract/core
 
 # Copy application files
 COPY ${BUILD_CONTEXT_PATH} /app/
 
-# Ensure correct package structure
-RUN touch /app/src/unstract/__init__.py && \
-    cd /unstract/core && pip install --no-cache-dir -e . && cd /app && \
-    pip install --no-cache-dir -e . && \
-    . .venv/bin/activate && \
-    pdm sync --prod --no-editable --with deploy && \
-    opentelemetry-bootstrap -a install
+# Install dependencies in a single layer
+RUN uv sync --frozen \
+    && uv sync --group deploy \
+    && .venv/bin/python3 -m ensurepip --upgrade \
+    && uv run opentelemetry-bootstrap -a install
 
 COPY ${BUILD_CONTEXT_PATH}/entrypoint.sh /app/
 RUN chmod +x /app/entrypoint.sh
diff --git a/docker/dockerfiles/x2text.Dockerfile b/docker/dockerfiles/x2text.Dockerfile
index 799d7f8e0..c72fbe0c8 100644
--- a/docker/dockerfiles/x2text.Dockerfile
+++ b/docker/dockerfiles/x2text.Dockerfile
@@ -1,42 +1,49 @@
-FROM python:3.9-slim
+# Use a specific version of Python slim image
+FROM python:3.12.9-slim
 
-LABEL maintainer="Zipstack Inc."
+LABEL maintainer="Zipstack Inc." \
+    description="X2Text Service Container" \
+    version="1.0"
 
-ENV \
-    # Keeps Python from generating .pyc files in the container
-    PYTHONDONTWRITEBYTECODE=1 \
-    # Set to immediately flush stdout and stderr streams without first buffering
+# Set environment variables
+ENV PYTHONDONTWRITEBYTECODE=1 \
     PYTHONUNBUFFERED=1 \
     BUILD_CONTEXT_PATH=x2text-service \
-    PDM_VERSION=2.16.1 \
+    APP_USER=unstract \
+    APP_HOME=/app \
     # OpenTelemetry configuration (disabled by default, enable in docker-compose)
     OTEL_TRACES_EXPORTER=none \
     OTEL_METRICS_EXPORTER=none \
     OTEL_LOGS_EXPORTER=none \
     OTEL_SERVICE_NAME=unstract_x2text
 
-RUN pip install --no-cache-dir -U pip pdm~=${PDM_VERSION}; \
-    \
-    # Creates a non-root user with an explicit UID and adds permission to access the /app folder
-    # For more info, please refer to https://aka.ms/vscode-docker-python-configure-containers
-    adduser -u 5678 --disabled-password --gecos "" unstract;
+# Install system dependencies and create user in a single layer
+RUN apt-get update \
+    && apt-get install -y --no-install-recommends curl \
+    && rm -rf /var/lib/apt/lists/* \
+    && adduser --uid 5678 --disabled-password --gecos "" ${APP_USER} \
+    && mkdir -p ${APP_HOME} \
+    && chown -R ${APP_USER}:${APP_USER} ${APP_HOME}
 
-USER unstract
+# Install uv package manager
+COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
-WORKDIR /app
+WORKDIR ${APP_HOME}
 
-# Create venv and install gunicorn and other deps in it
-RUN pdm venv create -w virtualenv --with-pip && \
-    . .venv/bin/activate
+# Copy only requirements files first to leverage Docker cache
+COPY --chmod=755 ${BUILD_CONTEXT_PATH}/pyproject.toml ${BUILD_CONTEXT_PATH}/uv.lock ./
 
-# Read and execute access to non-root user to avoid security hotspot
-# Write access to specific sub-directory need to be explicitly provided if required
-COPY --chmod=755 ${BUILD_CONTEXT_PATH} /app/
+# Switch to non-root user
+USER ${APP_USER}
 
 # Install dependencies
-RUN . .venv/bin/activate && \
-    pdm sync --prod --no-editable --with deploy && \
-    opentelemetry-bootstrap -a install
+RUN uv sync --frozen \
+    && uv sync --group deploy \
+    && .venv/bin/python3 -m ensurepip --upgrade \
+    && uv run opentelemetry-bootstrap -a install
+
+# Copy application code
+COPY --chmod=755 --chown=${APP_USER}:${APP_USER} ${BUILD_CONTEXT_PATH} .
 
 EXPOSE 3004
 
diff --git a/docker/dockerfiles/x2text.Dockerfile.dockerignore b/docker/dockerfiles/x2text.Dockerfile.dockerignore
index f40a80798..8972dd8bb 100644
--- a/docker/dockerfiles/x2text.Dockerfile.dockerignore
+++ b/docker/dockerfiles/x2text.Dockerfile.dockerignore
@@ -42,9 +42,6 @@
 *.idea
 *.vscode
 *.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
 !LICENSE
 *.md
 !README.md
diff --git a/docker/scripts/release-notes/README.md b/docker/scripts/release-notes/README.md
index 4b9311851..a8388cc80 100644
--- a/docker/scripts/release-notes/README.md
+++ b/docker/scripts/release-notes/README.md
@@ -11,6 +11,6 @@ python print_release_notes.py -h
 Make sure to create / activate a virtual environment with the below commands
 
 ```shell
-pdm venv create -w virtualenv --with-pip
-eval $(pdm venv activate in-project)    
+uv venv
+source .venv/bin/activate
 ```
diff --git a/docker/scripts/release-notes/print_release_notes.py b/docker/scripts/release-notes/print_release_notes.py
index 4e15c735a..6c278d88a 100644
--- a/docker/scripts/release-notes/print_release_notes.py
+++ b/docker/scripts/release-notes/print_release_notes.py
@@ -48,7 +48,8 @@ def is_valid_semver(ver):
 
 def print_release_notes(current_version, target_version, release_notes):
     """Print relevant warnings if current_version < warning_version <=
-    target_version."""
+    target_version.
+    """
     messages_to_print = []
     for note_version, release_note in release_notes.items():
         if (
@@ -58,9 +59,7 @@ def print_release_notes(current_version, target_version, release_notes):
         ):
             # Check release note and display warning in yellow release_note
             message = (
-                f"{colour('WARNING', Colour.YELLOW)}: "
-                if release_note["warning"]
-                else ""
+                f"{colour('WARNING', Colour.YELLOW)}: " if release_note["warning"] else ""
             )
             message += (
                 f"[from {colour(note_version, Colour.BLUE)}]\n"
diff --git a/docker/scripts/pdm-lock-gen/README.md b/docker/scripts/uv-lock-gen/README.md
similarity index 67%
rename from docker/scripts/pdm-lock-gen/README.md
rename to docker/scripts/uv-lock-gen/README.md
index 249ba890c..842cd99a2 100644
--- a/docker/scripts/pdm-lock-gen/README.md
+++ b/docker/scripts/uv-lock-gen/README.md
@@ -1,6 +1,6 @@
-# Generate pdm.lock file
+# Generate uv.lock file
 
-Helps generate pdm's lockfiles by running the command `pdm lock -G :all -v` on all necessary packages and services.
+Helps generate uv's lockfiles by running the command `uv lock -G :all -v` on all necessary packages and services.
 
 - project root
 - `backend`
@@ -15,10 +15,10 @@ Helps generate pdm's lockfiles by running the command `pdm lock -G :all -v` on a
 
 Can be run without any arguments to check for lockfile generation on all necessary packages and services
 ```shell
-./pdm-lock.sh
+./uv-lock.sh
 ```
 
 Accepts a list of directories to generate for as command line arguments
 ```shell
-./pdm-lock.sh backend prompt-service
+./uv-lock.sh backend prompt-service
 ```
diff --git a/docker/scripts/pdm-lock-gen/pdm-lock.sh b/docker/scripts/uv-lock-gen/uv-lock.sh
similarity index 63%
rename from docker/scripts/pdm-lock-gen/pdm-lock.sh
rename to docker/scripts/uv-lock-gen/uv-lock.sh
index e0d7c2bcf..ac0b93c4d 100755
--- a/docker/scripts/pdm-lock-gen/pdm-lock.sh
+++ b/docker/scripts/uv-lock-gen/uv-lock.sh
@@ -13,36 +13,16 @@ update_lockfile() {
 
     echo "[$dir] Checking '$file_path' for changes against origin/main..."
     if ! git diff --quiet origin/main -- "$file_path"; then
-        echo "[$dir] Changes detected in '$file_path', updating pdm.lock for '$dir' ..."
+        echo "[$dir] Changes detected in '$file_path', updating uv.lock for '$dir' ..."
 
         # Move to the directory if it's not root
         if [[ "$dir" != "." ]]; then
             cd "$dir" || return 1
         fi
 
-        # Set up virtual environment if not exists
-        if [[ ! -d ".venv" ]]; then
-            echo "[$dir] Creating virtual environment in directory: '$dir'"
-            pdm venv create -w virtualenv --with-pip 2>&1 | sed "s|^|[$dir] |" || return 1
-        else
-            echo "[$dir] Virtual environment already exists in $dir"
-        fi
-
-        # Activate virtual environment
-        source .venv/bin/activate 2>&1 | sed "s|^|[$dir] |" || return 1
-
-        # HACK: https://github.com/pdm-project/pdm/issues/3199
-        # Replace with checking the exit code directly once above issue is fixed
-        lock_output=$(pdm lock --check 2>&1)
-        if echo "$lock_output" | grep -q "WARNING: Lockfile is generated on an older version of PDM"; then
-            echo "[$dir] Updating pdm.lock in '$dir' due to outdated version..."
-            pdm lock -G :all -v 2>&1 | sed "s|^|[$dir] |" || return 1
-        elif [[ $? -ne 0 ]]; then
-            echo "[$dir] Updating pdm.lock in '$dir' due to detected changes..."
-            pdm lock -G :all -v 2>&1 | sed "s|^|[$dir] |" || return 1
-        else
-            echo "[$dir] No changes required for pdm.lock in '$dir'."
-        fi
+        # Use uv to generate lock file
+        echo "[$dir] Updating uv.lock..."
+        uv sync 2>&1 | sed "s|^|[$dir] |" || return 1
 
         # Go back to root if moved to a subdirectory
         if [[ "$dir" != "." ]]; then
@@ -72,12 +52,12 @@ directories=(
     "."
     "backend"
     "prompt-service"
+    "platform-service"
     "runner"
+    "x2text-service"
     "unstract/filesystem"
     "unstract/core"
     "unstract/flags"
-    "platform-service"
-    "x2text-service"
     "unstract/connectors"
 )
 
@@ -107,7 +87,7 @@ for i in "${!pids[@]}"; do
     dir=${dirs[$i]}
     echo "[$dir] Waiting for child process with PID: $pid..."
 
-    # # Wait for the specific process to finish
+    # Wait for the specific process to finish
     if ! wait "$pid"; then
         echo "[$dir] Lock file generation failed. Killing other sub-processes..."
         kill $(list_descendants $$) 2>/dev/null || true
diff --git a/pdm.lock b/pdm.lock
deleted file mode 100644
index 87ed60d30..000000000
--- a/pdm.lock
+++ /dev/null
@@ -1,5482 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "hook-check-django-migrations", "lint"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:385bfc54518326092bf663c8d74aec372007b32541814e72c7ea18c32db2cbf3"
-
-[[package]]
-name = "adlfs"
-version = "2024.7.0"
-requires_python = ">=3.8"
-summary = "Access Azure Datalake Gen1 with fsspec and dask"
-groups = ["hook-check-django-migrations"]
-dependencies = [
-    "aiohttp>=3.7.0",
-    "azure-core<2.0.0,>=1.23.1",
-    "azure-datalake-store<0.1,>=0.0.46",
-    "azure-identity",
-    "azure-storage-blob>=12.12.0",
-    "fsspec>=2023.12.0",
-]
-files = [
-    {file = "adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07"},
-    {file = "adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf"},
-]
-
-[[package]]
-name = "aioboto3"
-version = "13.4.0"
-requires_python = "<4.0,>=3.8"
-summary = "Async boto3 wrapper"
-groups = ["hook-check-django-migrations"]
-dependencies = [
-    "aiobotocore[boto3]==2.18.0",
-    "aiofiles>=23.2.1",
-]
-files = [
-    {file = "aioboto3-13.4.0-py3-none-any.whl", hash = "sha256:d78f3400ef3a01b4d5515108ef244941894a0bc39c4716321a00e15898d7e002"},
-    {file = "aioboto3-13.4.0.tar.gz", hash = "sha256:3105f9e5618c686c90050e60eb5ebf9e28f7f8c4e0fa162d4481aaa402008aab"},
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.18.0"
-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["hook-check-django-migrations"]
-dependencies = [
-    "aiohttp<4.0.0,>=3.9.2",
-    "aioitertools<1.0.0,>=0.5.1",
-    "botocore<1.36.2,>=1.36.0",
-    "jmespath<2.0.0,>=0.7.1",
-    "multidict<7.0.0,>=6.0.0",
-    "python-dateutil<3.0.0,>=2.1",
-    "urllib3!=2.2.0,<3,>=1.25.4; python_version >= \"3.10\"",
-    "urllib3<1.27,>=1.25.4; python_version < \"3.10\"",
-    "wrapt<2.0.0,>=1.10.10",
-]
-files = [
-    {file = "aiobotocore-2.18.0-py3-none-any.whl", hash = "sha256:89634470946944baf0a72fe2939cdd5f98b61335d400ca55f3032aca92989ec1"},
-    {file = "aiobotocore-2.18.0.tar.gz", hash = "sha256:c54db752c5a742bf1a05c8359a93f508b4bf702b0e6be253a4c9ef1f9c9b6706"},
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.18.0"
-extras = ["boto3"]
-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["hook-check-django-migrations"]
-dependencies = [
-    "aiobotocore==2.18.0",
-    "boto3<1.36.2,>=1.36.0",
-]
-files = [
-    {file = "aiobotocore-2.18.0-py3-none-any.whl", hash = "sha256:89634470946944baf0a72fe2939cdd5f98b61335d400ca55f3032aca92989ec1"},
-    {file = "aiobotocore-2.18.0.tar.gz", hash = "sha256:c54db752c5a742bf1a05c8359a93f508b4bf702b0e6be253a4c9ef1f9c9b6706"},
-]
-
-[[package]]
-name = "aiofiles"
-version = "24.1.0"
-requires_python = ">=3.8"
-summary = "File support for asyncio."
-groups = ["hook-check-django-migrations"]
-files = [
-    {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
-    {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
-]
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.6.1"
-requires_python = ">=3.9"
-summary = "Happy Eyeballs for asyncio"
-groups = ["hook-check-django-migrations"]
-files = [
-    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
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-]
-
-[[package]]
-name = "aiohttp"
-version = "3.11.14"
-requires_python = ">=3.9"
-summary = "Async http client/server framework (asyncio)"
-groups = ["hook-check-django-migrations"]
-dependencies = [
-    "aiohappyeyeballs>=2.3.0",
-    "aiosignal>=1.1.2",
-    "async-timeout<6.0,>=4.0; python_version < \"3.11\"",
-    "attrs>=17.3.0",
-    "frozenlist>=1.1.1",
-    "multidict<7.0,>=4.5",
-    "propcache>=0.2.0",
-    "yarl<2.0,>=1.17.0",
-]
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-]
diff --git a/platform-service/.python-version b/platform-service/.python-version
new file mode 100644
index 000000000..f3fe474ae
--- /dev/null
+++ b/platform-service/.python-version
@@ -0,0 +1 @@
+3.12.9
diff --git a/platform-service/README.md b/platform-service/README.md
index 561a22633..2b0c18606 100644
--- a/platform-service/README.md
+++ b/platform-service/README.md
@@ -20,19 +20,19 @@ is started.
 Setup a virtual environment and install the requirements:
 
 ```commandline
-python -m venv .venv
+uv venv
 ```
 
 Once a virtual environment is created or if you already have created one, activate it:
 
-```commandline 
+```commandline
 source .venv/bin/activate
 ```
 
 Install the dependencies needed to run the service
 ```commandline
-pdm install
-``` 
+uv sync
+```
 
 To run the service locally (make sure the `.env` file is present):
 
diff --git a/platform-service/entrypoint.sh b/platform-service/entrypoint.sh
index eefdf0db9..b13257cd8 100755
--- a/platform-service/entrypoint.sh
+++ b/platform-service/entrypoint.sh
@@ -1,10 +1,41 @@
 #!/usr/bin/env bash
 
-.venv/bin/gunicorn \
-    --bind 0.0.0.0:3001 \
-    --workers 2 \
-    --threads 2 \
-    --log-level debug \
-    --timeout 900 \
-    --access-logfile - \
-    unstract.platform_service.run:app
+show_help() {
+    echo "Usage: ./entrypoint.sh [OPTIONS]"
+    echo ""
+    echo "Options:"
+    echo "  --dev            Run Gunicorn in development mode with --reload and reduced graceful timeout (5s)."
+    echo "  --help, -h       Show this help message and exit."
+}
+
+# Parse arguments
+dev=false
+
+while [[ "$#" -gt 0 ]]; do
+    case $1 in
+        --dev) dev=true ;;
+        --help|-h) show_help; exit 0 ;;
+        *) echo "Unknown argument: $1"; exit 1 ;;
+    esac
+    shift
+done
+
+gunicorn_args=(
+    --bind 0.0.0.0:3001
+    --workers 2
+    --threads 2
+    --worker-class gevent
+    --log-level debug
+    --timeout 900
+    --access-logfile -
+)
+
+if [ "$dev" = true ]; then
+    echo "Running in development mode"
+    gunicorn_args+=(--reload --graceful-timeout 5)
+else
+    echo "Running in production mode"
+fi
+
+# Start Gunicorn
+.venv/bin/gunicorn "${gunicorn_args[@]}" unstract.platform_service.run:app
diff --git a/platform-service/pdm.lock b/platform-service/pdm.lock
deleted file mode 100644
index befd6cdd9..000000000
--- a/platform-service/pdm.lock
+++ /dev/null
@@ -1,4599 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "deploy", "test"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:bee3b466d113534c34955ed22a0310707b87582271405622fcdf6e09106505b4"
-
-[[package]]
-name = "adlfs"
-version = "2024.7.0"
-requires_python = ">=3.8"
-summary = "Access Azure Datalake Gen1 with fsspec and dask"
-groups = ["default"]
-dependencies = [
-    "aiohttp>=3.7.0",
-    "azure-core<2.0.0,>=1.23.1",
-    "azure-datalake-store<0.1,>=0.0.46",
-    "azure-identity",
-    "azure-storage-blob>=12.12.0",
-    "fsspec>=2023.12.0",
-]
-files = [
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-    {file = "adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf"},
-]
-
-[[package]]
-name = "aioboto3"
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-
-[[package]]
-name = "zipp"
-version = "3.21.0"
-requires_python = ">=3.9"
-summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["default", "deploy"]
-files = [
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-[[package]]
-name = "zope-event"
-version = "5.0"
-requires_python = ">=3.7"
-summary = "Very basic event publishing system"
-groups = ["deploy"]
-dependencies = [
-    "setuptools",
-]
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-summary = "Interfaces for Python"
-groups = ["deploy"]
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-    "setuptools",
-]
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diff --git a/platform-service/pyproject.toml b/platform-service/pyproject.toml
index 044235d66..ed2c81ddf 100644
--- a/platform-service/pyproject.toml
+++ b/platform-service/pyproject.toml
@@ -2,51 +2,55 @@
 name = "unstract-platform-service"
 version = "0.0.1"
 description = "Helps tools interact and retrieve details from the Unstract platform through the Unstract SDK"
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+license = { text = "MIT" }
+
 dependencies = [
-    "flask~=3.0.0",
+    "flask~=3.1.0",
     "peewee~=3.16",
     "psycopg2-binary~=2.9",
     "python-dotenv~=1.0",
     "redis~=5.2.1",
     "cryptography>=41.0.7",
     "requests>=2.31.0",
-    "unstract-sdk[gcs, azure, aws]~=0.62.1",
-    "unstract-flags @ file:///${PROJECT_ROOT}/../unstract/flags",
+    "unstract-sdk[gcs, azure, aws]~=0.70.0", # Add version
+    "unstract-flags",
+    "unstract-core[flask]",
 ]
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-license = {text = "MIT"}
 
-[project.optional-dependencies]
+[tool.uv.sources]
+unstract-flags = { path = "../unstract/flags", editable = true }
+unstract-core = { path = "../unstract/core", editable = true }
+
+[dependency-groups]
+test = ["pytest>=8.0.1"]
 deploy = [
     "gunicorn[gevent]~=23.0",
     # OpenTelemetry for tracing and profiling
     "opentelemetry-distro",
     "opentelemetry-exporter-otlp",
 ]
+dev = ["poethepoet>=0.33.1"]
 
+# [project.scripts]
+# platform_service = "./entrypoint.sh"
+# uv run flask --app unstract.platform_service.run:app run --port 3001
 [build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
+[tool.hatch.build.targets.wheel]
+packages = ["src/unstract"]
 
-[tool.pdm.dev-dependencies]
-test = [
-    "pytest>=8.0.1",
-]
+[tool.poe]
+envfile = ".env"
 
-[tool.pdm.resolution.overrides]
-aioboto3 = "13.1.1"
-aiobotocore = "2.13.1"
-boto3 = "1.34.131"
+[tool.poe.tasks.platform-service]
+cmd = "./entrypoint.sh"
+help = "Runs the Unstract platform service (Gunicorn)"
 
-[tool.pdm.scripts]
-platform_service.cmd = "./entrypoint.sh"
-platform_service.env_file = ".env"
-platform_service.help = "Runs the Unstract platform service"
+[tool.poe.tasks.platform-service-flask]
+cmd = "uv run flask --app unstract.platform_service.run:app run --port 3001"
+help = "Runs the Unstract platform service (Flask)"
diff --git a/platform-service/src/unstract/platform_service/config.py b/platform-service/src/unstract/platform_service/config.py
index 12bec9a2c..f6ae73583 100644
--- a/platform-service/src/unstract/platform_service/config.py
+++ b/platform-service/src/unstract/platform_service/config.py
@@ -1,8 +1,11 @@
 import logging
-from logging.config import dictConfig
+import os
 
 from dotenv import load_dotenv
 from flask import Flask
+
+from unstract.core.flask import register_error_handlers, register_request_id_middleware
+from unstract.core.flask.logging import setup_logging
 from unstract.platform_service.constants import LogLevel
 from unstract.platform_service.controller import api
 from unstract.platform_service.env import Env
@@ -11,64 +14,21 @@
 load_dotenv()
 
 
-dictConfig(
-    {
-        "version": 1,
-        "formatters": {
-            "default": {
-                "format": (
-                    "[%(asctime)s] %(levelname)s in"
-                    " %(name)s (%(module)s): %(message)s"
-                ),
-                "datefmt": "%Y-%m-%d %H:%M:%S %z",
-            },
-        },
-        "handlers": {
-            "wsgi": {
-                "class": "logging.StreamHandler",
-                "stream": "ext://flask.logging.wsgi_errors_stream",
-                "formatter": "default",
-            },
-        },
-        "loggers": {
-            "werkzeug": {
-                "level": Env.LOG_LEVEL,
-                "handlers": ["wsgi"],
-                "propagate": False,
-            },
-            "gunicorn.access": {
-                "level": Env.LOG_LEVEL,
-                "handlers": ["wsgi"],
-                "propagate": False,
-            },
-            "gunicorn.error": {
-                "level": Env.LOG_LEVEL,
-                "handlers": ["wsgi"],
-                "propagate": False,
-            },
-        },
-        "root": {
-            "level": Env.LOG_LEVEL,
-            "handlers": ["wsgi"],
-        },
-    }
-)
+def create_app() -> Flask:
+    app = Flask("platform-service")
 
-LOGGING_LEVELS = {
-    LogLevel.DEBUG: logging.DEBUG,
-    LogLevel.INFO: logging.INFO,
-    LogLevel.WARNING: logging.WARNING,
-    LogLevel.ERROR: logging.ERROR,
-    LogLevel.CRITICAL: logging.CRITICAL,
-}
+    # Configure logging
+    log_level = os.getenv("LOG_LEVEL", LogLevel.INFO).upper()
+    log_level = getattr(logging, log_level, logging.INFO)
+    setup_logging(log_level)
 
+    # Register error handlers
+    register_error_handlers(app)
 
-def create_app() -> Flask:
-    app = Flask("platform-service")
+    # Register middleware
+    register_request_id_middleware(app)
 
-    # Set logging level
-    logging_level = LOGGING_LEVELS.get(Env.LOG_LEVEL, logging.INFO)
-    app.logger.setLevel(logging_level)
+    # Register URL routes
     app.register_blueprint(api)
 
     # Initialize and connect to the database
diff --git a/platform-service/src/unstract/platform_service/controller/__init__.py b/platform-service/src/unstract/platform_service/controller/__init__.py
index 619aec940..88d501cf2 100644
--- a/platform-service/src/unstract/platform_service/controller/__init__.py
+++ b/platform-service/src/unstract/platform_service/controller/__init__.py
@@ -1,12 +1,12 @@
 import json
 import traceback
-from typing import Union
 
 from flask import Blueprint, Response, jsonify, request
+from werkzeug.exceptions import HTTPException
+
+from unstract.core.flask.exceptions import APIError, ErrorResponse
 from unstract.platform_service.controller.health import health_bp
 from unstract.platform_service.controller.platform import platform_bp
-from unstract.platform_service.exceptions import APIError, ErrorResponse
-from werkzeug.exceptions import HTTPException
 
 api = Blueprint("api", __name__)
 api.register_blueprint(platform_bp)
@@ -24,20 +24,9 @@ def log_exceptions(e: HTTPException) -> None:
         code = e.code or code
 
     if code >= 500:
-        message = "{method} {url} {status}\n\n{error}\n\n````{tb}````".format(
-            method=request.method,
-            url=request.url,
-            status=code,
-            error=str(e),
-            tb=traceback.format_exc(),
-        )
+        message = f"{request.method} {request.url} {code}\n\n{str(e)}\n\n````{traceback.format_exc()}````"
     else:
-        message = "{method} {url} {status} {error}".format(
-            method=request.method,
-            url=request.url,
-            status=code,
-            error=str(e),
-        )
+        message = f"{request.method} {request.url} {code} {str(e)}"
 
     # Avoids circular import errors while initializing app context
     from flask import current_app as app
@@ -46,7 +35,7 @@ def log_exceptions(e: HTTPException) -> None:
 
 
 @api.errorhandler(HTTPException)
-def handle_http_exception(e: HTTPException) -> Union[Response, tuple[Response, int]]:
+def handle_http_exception(e: HTTPException) -> Response | tuple[Response, int]:
     """Return JSON instead of HTML for HTTP errors."""
     log_exceptions(e)
     if isinstance(e, APIError):
@@ -61,7 +50,7 @@ def handle_http_exception(e: HTTPException) -> Union[Response, tuple[Response, i
 
 
 @api.errorhandler(Exception)
-def handle_uncaught_exception(e: Exception) -> Union[Response, tuple[Response, int]]:
+def handle_uncaught_exception(e: Exception) -> Response | tuple[Response, int]:
     """Handler for uncaught exceptions.
 
     Args:
diff --git a/platform-service/src/unstract/platform_service/controller/platform.py b/platform-service/src/unstract/platform_service/controller/platform.py
index 159563368..fb6514edb 100644
--- a/platform-service/src/unstract/platform_service/controller/platform.py
+++ b/platform-service/src/unstract/platform_service/controller/platform.py
@@ -1,16 +1,16 @@
 import json
 import uuid
 from datetime import datetime
-from typing import Any, Optional
+from typing import Any
 
 import redis
 from cryptography.fernet import Fernet, InvalidToken
-from flask import Blueprint, Request
+from flask import Blueprint, Request, jsonify, make_response, request
 from flask import current_app as app
-from flask import jsonify, make_response, request
+
+from unstract.core.flask.exceptions import APIError
 from unstract.platform_service.constants import DBTable
 from unstract.platform_service.env import Env
-from unstract.platform_service.exceptions import APIError
 from unstract.platform_service.extensions import db
 from unstract.platform_service.helper.adapter_instance import (
     AdapterInstanceRequestHelper,
@@ -45,7 +45,7 @@ def wrapper(*args: Any, **kwargs: Any) -> Any:
     return wrapper
 
 
-def get_organization_from_bearer_token(token: str) -> tuple[Optional[int], str]:
+def get_organization_from_bearer_token(token: str) -> tuple[int | None, str]:
     """Fetch organization by platform key.
 
     Args:
@@ -76,7 +76,7 @@ def execute_query(query: str, params: tuple = ()) -> Any:
     return result_row[0]
 
 
-def validate_bearer_token(token: Optional[str]) -> bool:
+def validate_bearer_token(token: str | None) -> bool:
     try:
         if token is None:
             app.logger.error("Authentication failed. Empty bearer token")
@@ -124,7 +124,7 @@ def page_usage() -> Any:
         "error": "",
         "unique_id": "",
     }
-    payload: Optional[dict[Any, Any]] = request.json
+    payload: dict[Any, Any] | None = request.json
     if not payload:
         result["error"] = Env.INVALID_PAYLOAD
         return make_response(result, 400)
@@ -263,7 +263,7 @@ def usage() -> Any:
         "error": "",
         "unique_id": "",
     }
-    payload: Optional[dict[Any, Any]] = request.json
+    payload: dict[Any, Any] | None = request.json
     if not payload:
         result["error"] = Env.INVALID_PAYLOAD
         return make_response(result, 400)
@@ -328,9 +328,7 @@ def usage() -> Any:
         with db.atomic() as transaction:
             db.execute_sql(query, params)
             transaction.commit()
-            app.logger.info(
-                "Adapter usage recorded with id %s for %s", usage_id, org_id
-            )
+            app.logger.info("Adapter usage recorded with id %s for %s", usage_id, org_id)
             result["status"] = "OK"
             result["unique_id"] = usage_id
             return make_response(result, 200)
@@ -384,7 +382,7 @@ def cache() -> Any:
     bearer_token = get_token_from_auth_header(request)
     _, account_id = get_organization_from_bearer_token(bearer_token)
     if request.method == "POST":
-        payload: Optional[dict[Any, Any]] = request.json
+        payload: dict[Any, Any] | None = request.json
         if not payload:
             return Env.BAD_REQUEST, 400
         key = payload.get("key")
@@ -491,10 +489,7 @@ def adapter_instance() -> Any:
         )
         raise APIError(message=msg, code=403)
     except Exception as e:
-        msg = (
-            f"Error while getting db adapter settings for "
-            f"{adapter_instance_id}: {e}"
-        )
+        msg = f"Error while getting db adapter settings for {adapter_instance_id}: {e}"
         raise APIError(message=msg)
 
 
@@ -526,6 +521,8 @@ def custom_tool_instance() -> Any:
         )
         return jsonify(data_dict)
     except Exception as e:
+        if isinstance(e, APIError):
+            raise e
         msg = (
             f"Error while getting data for Prompt Studio project "
             f"{prompt_registry_id}: {e}"
diff --git a/platform-service/src/unstract/platform_service/exceptions.py b/platform-service/src/unstract/platform_service/exceptions.py
deleted file mode 100644
index a67f0a14e..000000000
--- a/platform-service/src/unstract/platform_service/exceptions.py
+++ /dev/null
@@ -1,46 +0,0 @@
-from dataclasses import asdict, dataclass
-from typing import Any, Optional
-
-from werkzeug.exceptions import HTTPException
-
-DEFAULT_ERR_MESSAGE = "Error from platform service"
-
-
-@dataclass
-class ErrorResponse:
-    """Represents error response from platform service."""
-
-    error: str = DEFAULT_ERR_MESSAGE
-    name: str = "PlatformServiceError"
-    code: int = 500
-    payload: Optional[Any] = None
-
-
-class APIError(HTTPException):
-    code = 500
-    message = DEFAULT_ERR_MESSAGE
-
-    def __init__(
-        self,
-        message: Optional[str] = None,
-        code: Optional[int] = None,
-        payload: Any = None,
-    ):
-        if message:
-            self.message = message
-        if code:
-            self.code = code
-        self.payload = payload
-        super().__init__(description=message)
-
-    def to_dict(self) -> dict[str, Any]:
-        err = ErrorResponse(
-            error=self.message,
-            code=self.code,
-            payload=self.payload,
-            name=self.__class__.__name__,
-        )
-        return asdict(err)
-
-    def __str__(self) -> str:
-        return str(self.message)
diff --git a/platform-service/src/unstract/platform_service/helper/adapter_instance.py b/platform-service/src/unstract/platform_service/helper/adapter_instance.py
index 3ffbe47e9..3dfaab905 100644
--- a/platform-service/src/unstract/platform_service/helper/adapter_instance.py
+++ b/platform-service/src/unstract/platform_service/helper/adapter_instance.py
@@ -1,7 +1,7 @@
-from typing import Any, Optional
+from typing import Any
 
+from unstract.core.flask.exceptions import APIError
 from unstract.platform_service.constants import DBTable
-from unstract.platform_service.exceptions import APIError
 from unstract.platform_service.extensions import db
 from unstract.platform_service.utils import EnvManager
 
@@ -13,7 +13,7 @@ class AdapterInstanceRequestHelper:
     def get_adapter_instance_from_db(
         organization_id: str,
         adapter_instance_id: str,
-        organization_uid: Optional[int] = None,
+        organization_uid: int | None = None,
     ) -> dict[str, Any]:
         """Get adapter instance from Backend Database.
 
@@ -33,10 +33,8 @@ def get_adapter_instance_from_db(
         cursor = db.execute_sql(query)
         result_row = cursor.fetchone()
         if not result_row:
-            raise APIError(
-                message=f"Adapter '{adapter_instance_id}' not found", code=404
-            )
+            raise APIError(message=f"Adapter '{adapter_instance_id}' not found", code=404)
         columns = [desc[0] for desc in cursor.description]
-        data_dict: dict[str, Any] = dict(zip(columns, result_row))
+        data_dict: dict[str, Any] = dict(zip(columns, result_row, strict=False))
         cursor.close()
         return data_dict
diff --git a/platform-service/src/unstract/platform_service/helper/cost_calculation.py b/platform-service/src/unstract/platform_service/helper/cost_calculation.py
index d844f1fe0..9623eb867 100644
--- a/platform-service/src/unstract/platform_service/helper/cost_calculation.py
+++ b/platform-service/src/unstract/platform_service/helper/cost_calculation.py
@@ -1,9 +1,10 @@
 import json
-from datetime import datetime, timedelta, timezone
-from typing import Any, Optional
+from datetime import UTC, datetime, timedelta
+from typing import Any
 
 import requests
 from flask import current_app as app
+
 from unstract.platform_service.env import Env
 from unstract.platform_service.utils import format_float_positional
 from unstract.sdk.exceptions import FileStorageError
@@ -63,7 +64,7 @@ def calculate_cost(
             cost += output_cost_per_token * output_tokens
         return format_float_positional(cost)
 
-    def _get_model_token_data(self) -> Optional[dict[str, Any]]:
+    def _get_model_token_data(self) -> dict[str, Any] | None:
         try:
             # File does not exist, fetch JSON data from API
             if not self.file_storage.exists(self.file_path):
@@ -71,8 +72,8 @@ def _get_model_token_data(self) -> Optional[dict[str, Any]]:
 
             file_mtime = self.file_storage.modification_time(self.file_path)
             file_expiry_date = file_mtime + timedelta(days=self.ttl_days)
-            file_expiry_date_utc = file_expiry_date.replace(tzinfo=timezone.utc)
-            now_utc = datetime.now().replace(tzinfo=timezone.utc)
+            file_expiry_date_utc = file_expiry_date.replace(tzinfo=UTC)
+            now_utc = datetime.now().replace(tzinfo=UTC)
 
             if now_utc < file_expiry_date_utc:
                 app.logger.info(f"Reading model token data from {self.file_path}")
@@ -90,7 +91,7 @@ def _get_model_token_data(self) -> Optional[dict[str, Any]]:
             )
             return None
 
-    def _fetch_and_save_json(self) -> Optional[dict[str, Any]]:
+    def _fetch_and_save_json(self) -> dict[str, Any] | None:
         """Fetch model's price and token data from the URL.
 
         Caches it in a file with the mentioned TTL
diff --git a/platform-service/src/unstract/platform_service/helper/prompt_studio.py b/platform-service/src/unstract/platform_service/helper/prompt_studio.py
index 72cd217ca..bf31d80b0 100644
--- a/platform-service/src/unstract/platform_service/helper/prompt_studio.py
+++ b/platform-service/src/unstract/platform_service/helper/prompt_studio.py
@@ -1,7 +1,7 @@
 from typing import Any
 
+from unstract.core.flask.exceptions import APIError
 from unstract.platform_service.constants import DBTable
-from unstract.platform_service.exceptions import APIError
 from unstract.platform_service.extensions import db
 from unstract.platform_service.utils import EnvManager
 
@@ -32,8 +32,11 @@ def get_prompt_instance_from_db(
         cursor = db.execute_sql(query)
         result_row = cursor.fetchone()
         if not result_row:
-            raise APIError(message="Custom Tool not found", code=404)
+            raise APIError(
+                message=f"Prompt studio project with UUID '{prompt_registry_id}' is not found.",
+                code=404,
+            )
         columns = [desc[0] for desc in cursor.description]
-        data_dict: dict[str, Any] = dict(zip(columns, result_row))
+        data_dict: dict[str, Any] = dict(zip(columns, result_row, strict=False))
         cursor.close()
         return data_dict
diff --git a/platform-service/src/unstract/platform_service/utils.py b/platform-service/src/unstract/platform_service/utils.py
index 9f657dc98..a67708378 100644
--- a/platform-service/src/unstract/platform_service/utils.py
+++ b/platform-service/src/unstract/platform_service/utils.py
@@ -1,5 +1,4 @@
 import os
-from typing import Optional
 
 
 class EnvManager:
@@ -7,8 +6,8 @@ class EnvManager:
 
     @classmethod
     def get_required_setting(
-        cls, setting_key: str, default: Optional[str] = None
-    ) -> Optional[str]:
+        cls, setting_key: str, default: str | None = None
+    ) -> str | None:
         """Get the value of an environment variable specified by the given key.
         Add missing keys to `missing_settings` so that exception can be raised
         at the end.
diff --git a/platform-service/uv.lock b/platform-service/uv.lock
new file mode 100644
index 000000000..98aff3d14
--- /dev/null
+++ b/platform-service/uv.lock
@@ -0,0 +1,3311 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "adlfs"
+version = "2024.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "azure-core" },
+    { name = "azure-datalake-store" },
+    { name = "azure-identity" },
+    { name = "azure-storage-blob" },
+    { name = "fsspec" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b4/1e/6d5146676044247af566fa5843b335b1a647e6446070cec9c8b61c31b369/adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf", size = 48588 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6f/51/a71c457bd0bc8af3e522b6999ff300852c7c446e384fd9904b0794f875df/adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07", size = 41349 },
+]
+
+[[package]]
+name = "aioboto3"
+version = "13.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiobotocore", extra = ["boto3"] },
+    { name = "aiofiles" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cc/91/57ba4d31fde7b26d47b0d14de7f75e34d9f4ace316c1036d1703b8fec8dd/aioboto3-13.1.1.tar.gz", hash = "sha256:7def49471b7b79b7dfe3859acac01423e241b5d69abf0a5f2bcfd2c64855b2ab", size = 32496 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/de/c9ebaf88400e178e4925077fe03dadfebbd5055c0d3de65e95e5cf618398/aioboto3-13.1.1-py3-none-any.whl", hash = "sha256:4b44a7c1317a51479b92ee57a2fea2cdef6bea2c3669870830b3f4dec6be7ca0", size = 34725 },
+]
+
+[[package]]
+name = "aiobotocore"
+version = "2.13.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cd/d2/d7e46bcc4c0b5b8e751092824d6ca9af5928adae0f864336e43c7f7a436a/aiobotocore-2.13.1.tar.gz", hash = "sha256:134f9606c2f91abde38cbc61c3241113e26ff244633e0c31abb7e09da3581c9b", size = 104475 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/30/07/42f884c1600169e4267575cdd261c75dea31782d8fd877bbea358d559416/aiobotocore-2.13.1-py3-none-any.whl", hash = "sha256:1bef121b99841ee3cc788e4ed97c332ba32353b1f00e886d1beb3aae95520858", size = 76864 },
+]
+
+[package.optional-dependencies]
+boto3 = [
+    { name = "boto3" },
+]
+
+[[package]]
+name = "aiofiles"
+version = "24.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/03/a88171e277e8caa88a4c77808c20ebb04ba74cc4681bf1e9416c862de237/aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c", size = 30247 }
+wheels = [
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+[[package]]
+name = "aiohappyeyeballs"
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+[[package]]
+name = "aiohttp"
+version = "3.11.16"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "aiosignal" },
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+    { name = "frozenlist" },
+    { name = "multidict" },
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diff --git a/prompt-service/.python-version b/prompt-service/.python-version
index 1635d0f5a..f3fe474ae 100644
--- a/prompt-service/.python-version
+++ b/prompt-service/.python-version
@@ -1 +1 @@
-3.9.6
+3.12.9
diff --git a/prompt-service/entrypoint.sh b/prompt-service/entrypoint.sh
index 97e68fd10..a2eef06dc 100755
--- a/prompt-service/entrypoint.sh
+++ b/prompt-service/entrypoint.sh
@@ -1,11 +1,41 @@
 #!/usr/bin/env bash
 
-# 'src' layout is detected from pdm settings in pyproject.toml
-.venv/bin/gunicorn \
-    --bind 0.0.0.0:3003 \
-    --workers 2 \
-    --threads 2 \
-    --log-level debug \
-    --timeout 900 \
-    --access-logfile - \
-    unstract.prompt_service.run:app
+show_help() {
+    echo "Usage: ./entrypoint.sh [OPTIONS]"
+    echo ""
+    echo "Options:"
+    echo "  --dev            Run Gunicorn in development mode with --reload and reduced graceful timeout (5s)."
+    echo "  --help, -h       Show this help message and exit."
+}
+
+# Parse arguments
+dev=false
+
+while [[ "$#" -gt 0 ]]; do
+    case $1 in
+        --dev) dev=true ;;
+        --help|-h) show_help; exit 0 ;;
+        *) echo "Unknown argument: $1"; exit 1 ;;
+    esac
+    shift
+done
+
+gunicorn_args=(
+    --bind 0.0.0.0:3003
+    --workers 2
+    --threads 2
+    --worker-class gthread
+    --log-level debug
+    --timeout 900
+    --access-logfile -
+)
+
+if [ "$dev" = true ]; then
+    echo "Running in development mode"
+    gunicorn_args+=(--reload --graceful-timeout 5)
+else
+    echo "Running in production mode"
+fi
+
+# Start Gunicorn
+.venv/bin/gunicorn "${gunicorn_args[@]}" unstract.prompt_service.run:app
diff --git a/prompt-service/pdm.lock b/prompt-service/pdm.lock
deleted file mode 100644
index 7a998566a..000000000
--- a/prompt-service/pdm.lock
+++ /dev/null
@@ -1,4707 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "deploy", "dev", "test"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:b991b85f2d6b223a45507d4d2b48e95d6cf529f514e21cb7fc6a9b7641a7583b"
-
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-summary = "Access Azure Datalake Gen1 with fsspec and dask"
-groups = ["default"]
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-    "aiohttp>=3.7.0",
-    "azure-core<2.0.0,>=1.23.1",
-    "azure-datalake-store<0.1,>=0.0.46",
-    "azure-identity",
-    "azure-storage-blob>=12.12.0",
-    "fsspec>=2023.12.0",
-]
-files = [
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-    {file = "adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf"},
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-[[package]]
-name = "aioboto3"
-version = "13.4.0"
-requires_python = "<4.0,>=3.8"
-summary = "Async boto3 wrapper"
-groups = ["default"]
-dependencies = [
-    "aiobotocore[boto3]==2.18.0",
-    "aiofiles>=23.2.1",
-]
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-[[package]]
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-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["default"]
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-    "aiohttp<4.0.0,>=3.9.2",
-    "aioitertools<1.0.0,>=0.5.1",
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-    "urllib3!=2.2.0,<3,>=1.25.4; python_version >= \"3.10\"",
-    "urllib3<1.27,>=1.25.4; python_version < \"3.10\"",
-    "wrapt<2.0.0,>=1.10.10",
-]
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-    {file = "zope.interface-7.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a102424e28c6b47c67923a1f337ede4a4c2bba3965b01cf707978a801fc7442c"},
-    {file = "zope.interface-7.2-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:25e6a61dcb184453bb00eafa733169ab6d903e46f5c2ace4ad275386f9ab327a"},
-    {file = "zope.interface-7.2-cp311-cp311-win_amd64.whl", hash = "sha256:3f6771d1647b1fc543d37640b45c06b34832a943c80d1db214a37c31161a93f1"},
-    {file = "zope.interface-7.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:7bd449c306ba006c65799ea7912adbbfed071089461a19091a228998b82b1fdb"},
-    {file = "zope.interface-7.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a19a6cc9c6ce4b1e7e3d319a473cf0ee989cbbe2b39201d7c19e214d2dfb80c7"},
-    {file = "zope.interface-7.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:72cd1790b48c16db85d51fbbd12d20949d7339ad84fd971427cf00d990c1f137"},
-    {file = "zope.interface-7.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:52e446f9955195440e787596dccd1411f543743c359eeb26e9b2c02b077b0519"},
-    {file = "zope.interface-7.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ad9913fd858274db8dd867012ebe544ef18d218f6f7d1e3c3e6d98000f14b75"},
-    {file = "zope.interface-7.2-cp39-cp39-win_amd64.whl", hash = "sha256:1090c60116b3da3bfdd0c03406e2f14a1ff53e5771aebe33fec1edc0a350175d"},
-    {file = "zope.interface-7.2.tar.gz", hash = "sha256:8b49f1a3d1ee4cdaf5b32d2e738362c7f5e40ac8b46dd7d1a65e82a4872728fe"},
-]
diff --git a/prompt-service/pyproject.toml b/prompt-service/pyproject.toml
index bdd026b7b..b3894b1ba 100644
--- a/prompt-service/pyproject.toml
+++ b/prompt-service/pyproject.toml
@@ -1,14 +1,12 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-prompt-service"
 version = "0.0.1"
 description = "Unstract's prompt studio helper"
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+# license = {text = "MIT"}
+
 dependencies = [
     "peewee~=3.16",
     "nltk~=3.8",
@@ -17,44 +15,48 @@ dependencies = [
     "python-dotenv==1.0.0",
     # TODO: Temporarily removing the extra dependencies of aws and gcs from unstract-sdk
     # to resolve lock file. Will have to be re-looked into
-    "unstract-sdk[azure]~=0.62.1",
+    "unstract-sdk~=0.70.0",
     "gcsfs==2024.10.0",
     "s3fs==2024.10.0",
-    "redis>=5.0.3",
-    "unstract-core @ file:///${PROJECT_ROOT}/../unstract/core",
-    "unstract-flags @ file:///${PROJECT_ROOT}/../unstract/flags",
+    "redis>=5.0.3,<5.3",
+    "unstract-core",
+    "unstract-flags",
 ]
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-# license = {text = "MIT"}
 
-[project.optional-dependencies]
+[tool.uv.sources]
+unstract-flags = { path = "../unstract/flags", editable = true }
+unstract-core = { path = "../unstract/core", editable = true }
+
+[dependency-groups]
+test = [
+    "pytest~=8.0.1",
+    "pytest-dotenv==0.5.2",
+    "pytest-mock~=3.14.0",
+    "python-dotenv==1.0.0",
+    "flask-WTF~=1.1",
+]
 deploy = [
-    "gunicorn[gevent]~=23.0",
+    "gunicorn~=23.0",
     # OpenTelemetry for tracing and profiling
     "opentelemetry-distro",
     "opentelemetry-exporter-otlp",
 ]
+dev = ["poethepoet>=0.33.1"]
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-# source-includes = ["tests"]
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
-[tool.pdm.dev-dependencies]
-test = [
-    "pytest>=8.0.1",
-    "pytest-dotenv==0.5.2",
-    "pytest-mock>=3.14.0",
-    "python-dotenv==1.0.0",
-    "flask-WTF~=1.1"
-]
-dev = [
-    "-e unstract-core @ file:///${PROJECT_ROOT}/../unstract/core",
-    "-e unstract-flags @ file:///${PROJECT_ROOT}/../unstract/flags",
-]
+[tool.hatch.build.targets.wheel]
+packages = ["src/unstract"]
+
+[tool.poe]
+envfile = ".env"
+
+[tool.poe.tasks.prompt-service]
+cmd = "./entrypoint.sh"
+help = "Runs the Unstract prompt service (Gunicorn)"
 
-[tool.pdm.scripts]
-prompt_service.cmd = "flask --app src/unstract/prompt_service/run.py run --port 3003"
-prompt_service.env_file = ".env"
-prompt_service.help = "Runs the Unstract prompt service"
+[tool.poe.tasks.prompt-service-flask]
+cmd = "uv run flask --app src/unstract/prompt_service/run.py run --port 3003"
+help = "Runs the Unstract prompt service (Flask)"
diff --git a/prompt-service/src/unstract/prompt_service/config.py b/prompt-service/src/unstract/prompt_service/config.py
index 725d1f282..a74ee106f 100644
--- a/prompt-service/src/unstract/prompt_service/config.py
+++ b/prompt-service/src/unstract/prompt_service/config.py
@@ -3,19 +3,18 @@
 
 from dotenv import load_dotenv
 from flask import Flask
-from unstract.prompt_service.controllers import api
-from unstract.prompt_service.helpers.plugin import plugin_loader
-from unstract.sdk.constants import LogLevel
 
 from unstract.core.flask import register_error_handlers, register_request_id_middleware
 from unstract.core.flask.logging import setup_logging
+from unstract.prompt_service.controllers import api
+from unstract.prompt_service.helpers.plugin import plugin_loader
+from unstract.sdk.constants import LogLevel
 
 load_dotenv()
 
 
 def create_app() -> Flask:
     """Creates and configures the Flask application."""
-
     log_level = env.get("LOG_LEVEL", LogLevel.INFO.value).upper()
     setup_logging(log_level)
     log_level = getattr(logging, log_level, logging.INFO)
diff --git a/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py b/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py
index f620e24e6..db950ac11 100644
--- a/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py
+++ b/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py
@@ -1,14 +1,13 @@
-"""
-Published API Controller
-"""
+"""Published API Controller"""
 
 import json
 from json import JSONDecodeError
 from typing import Any
 
-from flask import Blueprint
+from flask import Blueprint, request
 from flask import current_app as app
-from flask import request
+
+from unstract.core.flask.exceptions import APIError
 from unstract.prompt_service.constants import PromptServiceConstants as PSKeys
 from unstract.prompt_service.constants import RunLevel
 from unstract.prompt_service.exceptions import BadRequest
@@ -30,8 +29,6 @@
 from unstract.sdk.llm import LLM
 from unstract.sdk.vector_db import VectorDB
 
-from unstract.core.flask.exceptions import APIError
-
 answer_prompt_bp = Blueprint("answer-prompt", __name__)
 
 
@@ -244,7 +241,6 @@ def prompt_processor() -> Any:
                 raise e
 
         try:
-
             answer = "NA"
             publish_log(
                 log_events_id,
diff --git a/prompt-service/src/unstract/prompt_service/controllers/extraction.py b/prompt-service/src/unstract/prompt_service/controllers/extraction.py
index 4dcff8c47..516894f42 100644
--- a/prompt-service/src/unstract/prompt_service/controllers/extraction.py
+++ b/prompt-service/src/unstract/prompt_service/controllers/extraction.py
@@ -1,6 +1,7 @@
-from typing import Any, Optional
+from typing import Any
 
 from flask import Blueprint, request
+
 from unstract.prompt_service.constants import IndexingConstants as IKeys
 from unstract.prompt_service.constants import PromptServiceConstants as PSKeys
 from unstract.prompt_service.helpers.auth import AuthHelper
@@ -26,7 +27,7 @@ def extract() -> Any:
 
     x2text_instance_id: str = payload.get(IKeys.X2TEXT_INSTANCE_ID, "")
     file_path: str = payload.get(IKeys.FILE_PATH, "")
-    output_file_path: Optional[str] = payload.get(IKeys.OUTPUT_FILE_PATH, "")
+    output_file_path: str | None = payload.get(IKeys.OUTPUT_FILE_PATH, "")
     enable_highlight: bool = payload.get(IKeys.ENABLE_HIGHLIGHT, False)
     usage_kwargs: dict[Any, Any] = payload.get(IKeys.USAGE_KWARGS, {})
     run_id: str = payload.get(PSKeys.RUN_ID, "")
diff --git a/prompt-service/src/unstract/prompt_service/controllers/indexing.py b/prompt-service/src/unstract/prompt_service/controllers/indexing.py
index 0fb1147d4..84c75a117 100644
--- a/prompt-service/src/unstract/prompt_service/controllers/indexing.py
+++ b/prompt-service/src/unstract/prompt_service/controllers/indexing.py
@@ -1,7 +1,8 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from flask import Blueprint, request
+
 from unstract.prompt_service.constants import IndexingConstants as IKeys
 from unstract.prompt_service.constants import PromptServiceConstants as PSKeys
 from unstract.prompt_service.dto import (
@@ -34,8 +35,7 @@
 @AuthHelper.auth_required
 @indexing_bp.route("/index", methods=["POST"])
 def index() -> Any:
-    """
-    Endpoint for indexing documents into the vector database.
+    """Endpoint for indexing documents into the vector database.
 
     This API accepts a JSON payload containing document details, processes the
     document, and stores it in the vector database for retrieval.
@@ -55,7 +55,7 @@ def index() -> Any:
     vector_db_instance_id: str = payload.get(IKeys.VECTOR_DB_INSTANCE_ID, "")
     x2text_instance_id: str = payload.get(IKeys.X2TEXT_INSTANCE_ID, "")
     file_path: str = payload.get(IKeys.FILE_PATH, "")
-    file_hash: Optional[str] = payload.get(IKeys.FILE_HASH)
+    file_hash: str | None = payload.get(IKeys.FILE_HASH)
     chunk_size: int = payload.get(IKeys.CHUNK_SIZE, 512)  # Default chunk size
     chunk_overlap: int = payload.get(IKeys.CHUNK_OVERLAP, 128)  # Default chunk overlap
     reindex: bool = payload.get(IKeys.REINDEX, False)
diff --git a/prompt-service/src/unstract/prompt_service/core/index_v2.py b/prompt-service/src/unstract/prompt_service/core/index_v2.py
index 65d67d214..f0a518903 100644
--- a/prompt-service/src/unstract/prompt_service/core/index_v2.py
+++ b/prompt-service/src/unstract/prompt_service/core/index_v2.py
@@ -1,6 +1,6 @@
 import json
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from llama_index.core import Document
 from llama_index.core.vector_stores import (
@@ -10,6 +10,7 @@
     VectorStoreQuery,
     VectorStoreQueryResult,
 )
+
 from unstract.prompt_service.dto import (
     ChunkingConfig,
     FileInfo,
@@ -40,7 +41,7 @@ def __init__(
         instance_identifiers: InstanceIdentifiers,
         chunking_config: ChunkingConfig,
         processing_options: ProcessingOptions,
-        run_id: Optional[str] = None,
+        run_id: str | None = None,
         capture_metrics: bool = False,
     ):
         self.tool = tool
diff --git a/prompt-service/src/unstract/prompt_service/core/retrievers/base_retriever.py b/prompt-service/src/unstract/prompt_service/core/retrievers/base_retriever.py
index cf560f92a..ee04892f7 100644
--- a/prompt-service/src/unstract/prompt_service/core/retrievers/base_retriever.py
+++ b/prompt-service/src/unstract/prompt_service/core/retrievers/base_retriever.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from unstract.sdk.llm import LLM
 from unstract.sdk.vector_db import VectorDB
 
@@ -11,7 +9,7 @@ def __init__(
         prompt: str,
         doc_id: str,
         top_k: int,
-        llm: Optional[LLM] = None,
+        llm: LLM | None = None,
     ):
         """Initialize the Retrieval class.
 
diff --git a/prompt-service/src/unstract/prompt_service/core/retrievers/simple.py b/prompt-service/src/unstract/prompt_service/core/retrievers/simple.py
index 211558c68..57a243752 100644
--- a/prompt-service/src/unstract/prompt_service/core/retrievers/simple.py
+++ b/prompt-service/src/unstract/prompt_service/core/retrievers/simple.py
@@ -3,6 +3,7 @@
 from flask import current_app as app
 from llama_index.core import VectorStoreIndex
 from llama_index.core.vector_stores import ExactMatchFilter, MetadataFilters
+
 from unstract.prompt_service.core.retrievers.base_retriever import BaseRetriever
 
 
diff --git a/prompt-service/src/unstract/prompt_service/core/retrievers/subquestion.py b/prompt-service/src/unstract/prompt_service/core/retrievers/subquestion.py
index 4961d91af..9efa9ecd0 100644
--- a/prompt-service/src/unstract/prompt_service/core/retrievers/subquestion.py
+++ b/prompt-service/src/unstract/prompt_service/core/retrievers/subquestion.py
@@ -3,6 +3,7 @@
 from llama_index.core.query_engine import SubQuestionQueryEngine
 from llama_index.core.schema import QueryBundle
 from llama_index.core.tools import QueryEngineTool, ToolMetadata
+
 from unstract.prompt_service.core.retrievers.base_retriever import BaseRetriever
 from unstract.prompt_service.exceptions import RetrievalError
 
@@ -11,7 +12,8 @@
 
 class SubquestionRetriever(BaseRetriever):
     """SubquestionRetrieval class for querying VectorDB using LlamaIndex's
-    SubQuestionQueryEngine."""
+    SubQuestionQueryEngine.
+    """
 
     def retrieve(self) -> set[str]:
         """Retrieve text chunks from the VectorDB based on the provided prompt.
@@ -21,10 +23,8 @@ def retrieve(self) -> set[str]:
         """
         try:
             logger.info("Initialising vector query engine...")
-            vector_query_engine = (
-                self.vector_db.get_vector_store_index().as_query_engine(
-                    llm=self.llm, similarity_top_k=self.top_k
-                )
+            vector_query_engine = self.vector_db.get_vector_store_index().as_query_engine(
+                llm=self.llm, similarity_top_k=self.top_k
             )
             logger.info(
                 f"Retrieving chunks for {self.doc_id} using SubQuestionQueryEngine."
diff --git a/prompt-service/src/unstract/prompt_service/dto.py b/prompt-service/src/unstract/prompt_service/dto.py
index 3cf5cbaa0..ed8888153 100644
--- a/prompt-service/src/unstract/prompt_service/dto.py
+++ b/prompt-service/src/unstract/prompt_service/dto.py
@@ -1,5 +1,5 @@
 from dataclasses import dataclass, field
-from typing import Any, Optional
+from typing import Any
 
 
 @dataclass
@@ -9,7 +9,7 @@ class InstanceIdentifiers:
     x2text_instance_id: str
     llm_instance_id: str
     tool_id: str
-    tags: Optional[list[str]] = None
+    tags: list[str] | None = None
 
 
 @dataclass
diff --git a/prompt-service/src/unstract/prompt_service/extensions.py b/prompt-service/src/unstract/prompt_service/extensions.py
index 8fc934a55..1626591dc 100644
--- a/prompt-service/src/unstract/prompt_service/extensions.py
+++ b/prompt-service/src/unstract/prompt_service/extensions.py
@@ -4,6 +4,7 @@
 from typing import Any
 
 from playhouse.postgres_ext import PostgresqlExtDatabase
+
 from unstract.prompt_service.utils.env_loader import get_env_or_die
 
 # Load required environment variables
diff --git a/prompt-service/src/unstract/prompt_service/helpers/auth.py b/prompt-service/src/unstract/prompt_service/helpers/auth.py
index 362a123ed..3c74e5abe 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/auth.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/auth.py
@@ -1,8 +1,8 @@
-from typing import Any, Optional
+from typing import Any
 
-from flask import Request
+from flask import Request, request
 from flask import current_app as app
-from flask import request
+
 from unstract.prompt_service.constants import DBTableV2
 from unstract.prompt_service.extensions import db, db_context
 from unstract.prompt_service.utils.db_utils import DBUtils
@@ -12,9 +12,8 @@
 
 
 class AuthHelper:
-
     @staticmethod
-    def validate_bearer_token(token: Optional[str]) -> bool:
+    def validate_bearer_token(token: str | None) -> bool:
         try:
             if token is None:
                 app.logger.error("Authentication failed. Empty bearer token")
@@ -27,9 +26,7 @@ def validate_bearer_token(token: Optional[str]) -> bool:
                 result_row = cursor.fetchone()
                 cursor.close()
             if not result_row or len(result_row) == 0:
-                app.logger.error(
-                    f"Authentication failed. bearer token not found {token}"
-                )
+                app.logger.error(f"Authentication failed. bearer token not found {token}")
                 return False
             platform_key = str(result_row[1])
             is_active = bool(result_row[2])
@@ -40,9 +37,7 @@ def validate_bearer_token(token: Optional[str]) -> bool:
                 )
                 return False
             if platform_key != token:
-                app.logger.error(
-                    f"Authentication failed. Invalid bearer token: {token}"
-                )
+                app.logger.error(f"Authentication failed. Invalid bearer token: {token}")
                 return False
 
         except Exception as e:
@@ -55,7 +50,7 @@ def validate_bearer_token(token: Optional[str]) -> bool:
         return True
 
     @staticmethod
-    def get_token_from_auth_header(request: Request) -> Optional[str]:
+    def get_token_from_auth_header(request: Request) -> str | None:
         try:
             bearer_token = request.headers.get("Authorization")
             if not bearer_token:
@@ -67,7 +62,7 @@ def get_token_from_auth_header(request: Request) -> Optional[str]:
             return None
 
     @staticmethod
-    def get_account_from_bearer_token(token: Optional[str]) -> str:
+    def get_account_from_bearer_token(token: str | None) -> str:
         platform_key_table = DBTableV2.PLATFORM_KEY
         organization_table = DBTableV2.ORGANIZATION
 
diff --git a/prompt-service/src/unstract/prompt_service/helpers/plugin.py b/prompt-service/src/unstract/prompt_service/helpers/plugin.py
index 6553cbda1..48147d5ae 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/plugin.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/plugin.py
@@ -1,16 +1,17 @@
 import importlib
 import os
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 from flask import Flask
+
 from unstract.prompt_service.constants import PromptServiceConstants as PSKeys
 
 
 class PluginManager:
     _instance = None
 
-    def __new__(cls, app: Optional[Flask] = None) -> "PluginManager":
+    def __new__(cls, app: Flask | None = None) -> "PluginManager":
         if cls._instance is None:
             # Only create the instance if it doesn't already exist
             cls._instance = super().__new__(cls)
diff --git a/prompt-service/src/unstract/prompt_service/helpers/prompt_ide_base_tool.py b/prompt-service/src/unstract/prompt_service/helpers/prompt_ide_base_tool.py
index 55040d044..d71e8c288 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/prompt_ide_base_tool.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/prompt_ide_base_tool.py
@@ -1,8 +1,8 @@
 import os
 import warnings
-from typing import Optional
 
 from flask import current_app
+
 from unstract.prompt_service.constants import PromptServiceConstants
 from unstract.sdk.constants import LogLevel
 from unstract.sdk.tool.stream import StreamMixin
@@ -11,11 +11,8 @@
 
 class PromptServiceBaseTool(StreamMixin):
     # Remove unused log_level arg
-    def __init__(
-        self, log_level: Optional[LogLevel] = None, platform_key: str = ""
-    ) -> None:
-        """
-        Args:
+    def __init__(self, log_level: LogLevel | None = None, platform_key: str = "") -> None:
+        """Args:
             tool (UnstractAbstractTool): Instance of UnstractAbstractTool.
                  Deprecated, will be removed in future versions
         Notes:
diff --git a/prompt-service/src/unstract/prompt_service/helpers/retrieval.py b/prompt-service/src/unstract/prompt_service/helpers/retrieval.py
index 75d486285..97dd9acc3 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/retrieval.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/retrieval.py
@@ -33,8 +33,7 @@ def run_retrieval(  # type:ignore
 
     @staticmethod
     def retrieve_complete_context(execution_source: str, file_path: str) -> str:
-        """
-        Loads full context from raw file for zero chunk size retrieval
+        """Loads full context from raw file for zero chunk size retrieval
         Args:
             path (str): Path to the directory containing text file.
 
diff --git a/prompt-service/src/unstract/prompt_service/helpers/usage.py b/prompt-service/src/unstract/prompt_service/helpers/usage.py
index 8fd5ea010..3e4d20e69 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/usage.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/usage.py
@@ -2,6 +2,7 @@
 from typing import Any
 
 from flask import current_app as app
+
 from unstract.prompt_service.constants import DBTableV2
 from unstract.prompt_service.extensions import db, db_context
 from unstract.prompt_service.utils.db_utils import DBUtils
@@ -9,7 +10,6 @@
 
 
 class UsageHelper:
-
     @staticmethod
     def query_usage_metadata(token: str, metadata: dict[str, Any]) -> dict[str, Any]:
         DB_SCHEMA = get_env_or_die("DB_SCHEMA", "unstract")
diff --git a/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py b/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
index d5f4e02b1..8b1009252 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
@@ -4,12 +4,12 @@
 from typing import Any
 
 from flask import current_app as app
+
 from unstract.prompt_service.constants import VariableConstants, VariableType
 from unstract.prompt_service.utils.request import HTTPMethod, make_http_request
 
 
 class VariableReplacementHelper:
-
     @staticmethod
     def replace_static_variable(
         prompt: str, structured_output: dict[str, Any], variable: str
@@ -81,8 +81,8 @@ def replace_dynamic_variable(
         api_response: Any = VariableReplacementHelper.fetch_dynamic_variable_value(
             url=url, data=output_value
         )
-        formatted_api_response: str = (
-            VariableReplacementHelper.handle_json_and_str_types(api_response)
+        formatted_api_response: str = VariableReplacementHelper.handle_json_and_str_types(
+            api_response
         )
         static_variable_marker_string = "".join(["{{", variable, "}}"])
         replaced_prompt: str = VariableReplacementHelper.replace_generic_string_value(
@@ -101,7 +101,6 @@ def extract_variables_from_prompt(prompt_text: str) -> list[str]:
 
     @staticmethod
     def fetch_dynamic_variable_value(url: str, data: str) -> Any:
-
         # This prototype method currently supports
         # only endpoints that do not require authentication.
         # Additionally, it only accepts plain text
@@ -111,7 +110,5 @@ def fetch_dynamic_variable_value(url: str, data: str) -> Any:
 
         verb: HTTPMethod = HTTPMethod.POST
         headers = {"Content-Type": "text/plain"}
-        response: Any = make_http_request(
-            verb=verb, url=url, data=data, headers=headers
-        )
+        response: Any = make_http_request(verb=verb, url=url, data=data, headers=headers)
         return response
diff --git a/prompt-service/src/unstract/prompt_service/services/answer_prompt.py b/prompt-service/src/unstract/prompt_service/services/answer_prompt.py
index aee5cf1f6..028099687 100644
--- a/prompt-service/src/unstract/prompt_service/services/answer_prompt.py
+++ b/prompt-service/src/unstract/prompt_service/services/answer_prompt.py
@@ -1,7 +1,9 @@
 from logging import Logger
-from typing import Any, Optional
+from typing import Any
 
 from flask import current_app as app
+
+from unstract.core.flask.exceptions import APIError
 from unstract.prompt_service.constants import ExecutionSource, FileStorageKeys
 from unstract.prompt_service.constants import PromptServiceConstants as PSKeys
 from unstract.prompt_service.exceptions import RateLimitError
@@ -13,11 +15,8 @@
 from unstract.sdk.file_storage.env_helper import EnvHelper
 from unstract.sdk.llm import LLM
 
-from unstract.core.flask.exceptions import APIError
-
 
 class AnswerPromptService:
-
     @staticmethod
     def extract_variable(
         structured_output: dict[str, Any],
@@ -51,7 +50,7 @@ def construct_and_run_prompt(
         prompt: str,
         metadata: dict[str, Any],
         file_path: str = "",
-        execution_source: Optional[str] = ExecutionSource.IDE.value,
+        execution_source: str | None = ExecutionSource.IDE.value,
     ) -> str:
         platform_postamble = tool_settings.get(PSKeys.PLATFORM_POSTAMBLE, "")
         summarize_as_source = tool_settings.get(PSKeys.SUMMARIZE_AS_SOURCE)
@@ -111,12 +110,12 @@ def construct_prompt(
     def run_completion(
         llm: LLM,
         prompt: str,
-        metadata: Optional[dict[str, str]] = None,
-        prompt_key: Optional[str] = None,
-        prompt_type: Optional[str] = PSKeys.TEXT,
+        metadata: dict[str, str] | None = None,
+        prompt_key: str | None = None,
+        prompt_type: str | None = PSKeys.TEXT,
         enable_highlight: bool = False,
         file_path: str = "",
-        execution_source: Optional[str] = None,
+        execution_source: str | None = None,
     ) -> str:
         logger: Logger = app.logger
         try:
@@ -151,15 +150,15 @@ def run_completion(
             line_numbers = completion.get(PSKeys.LINE_NUMBERS, [])
             whisper_hash = completion.get(PSKeys.WHISPER_HASH, "")
             if metadata is not None and prompt_key:
-                metadata.setdefault(PSKeys.HIGHLIGHT_DATA, {})[
-                    prompt_key
-                ] = highlight_data
+                metadata.setdefault(PSKeys.HIGHLIGHT_DATA, {})[prompt_key] = (
+                    highlight_data
+                )
                 metadata.setdefault(PSKeys.LINE_NUMBERS, {})[prompt_key] = line_numbers
                 metadata[PSKeys.WHISPER_HASH] = whisper_hash
                 if confidence_data:
-                    metadata.setdefault(PSKeys.CONFIDENCE_DATA, {})[
-                        prompt_key
-                    ] = confidence_data
+                    metadata.setdefault(PSKeys.CONFIDENCE_DATA, {})[prompt_key] = (
+                        confidence_data
+                    )
             return answer
         # TODO: Catch and handle specific exception here
         except SdkRateLimitError as e:
@@ -217,7 +216,7 @@ def extract_line_item(
         structured_output: dict[str, Any],
         llm: LLM,
         file_path: str,
-        metadata: Optional[dict[str, str]],
+        metadata: dict[str, str] | None,
         execution_source: str,
     ) -> dict[str, Any]:
         line_item_extraction_plugin: dict[str, Any] = PluginManager().get_plugin(
diff --git a/prompt-service/src/unstract/prompt_service/services/extraction.py b/prompt-service/src/unstract/prompt_service/services/extraction.py
index c6f0377b7..1d3437159 100644
--- a/prompt-service/src/unstract/prompt_service/services/extraction.py
+++ b/prompt-service/src/unstract/prompt_service/services/extraction.py
@@ -1,5 +1,5 @@
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 from unstract.prompt_service.constants import ExecutionSource
 from unstract.prompt_service.constants import IndexingConstants as IKeys
@@ -16,7 +16,6 @@
 
 
 class ExtractionService:
-
     @staticmethod
     @log_elapsed(operation="EXTRACTION")
     def perform_extraction(
@@ -24,15 +23,14 @@ def perform_extraction(
         file_path: str,
         run_id: str,
         platform_key: str,
-        output_file_path: Optional[str] = None,
+        output_file_path: str | None = None,
         enable_highlight: bool = False,
         usage_kwargs: dict[Any, Any] = {},
-        tags: Optional[list[str]] = None,
-        execution_source: Optional[str] = None,
-        tool_exec_metadata: Optional[dict[str, Any]] = None,
-        execution_run_data_folder: Optional[str] = None,
+        tags: list[str] | None = None,
+        execution_source: str | None = None,
+        tool_exec_metadata: dict[str, Any] | None = None,
+        execution_run_data_folder: str | None = None,
     ) -> str:
-
         extracted_text = ""
         util = PromptServiceBaseTool(platform_key=platform_key)
         x2text = X2Text(
diff --git a/prompt-service/src/unstract/prompt_service/services/indexing.py b/prompt-service/src/unstract/prompt_service/services/indexing.py
index d4090facf..3a5a6d08b 100644
--- a/prompt-service/src/unstract/prompt_service/services/indexing.py
+++ b/prompt-service/src/unstract/prompt_service/services/indexing.py
@@ -18,7 +18,6 @@
 
 
 class IndexingService:
-
     @staticmethod
     def index(
         execution_source: str,
diff --git a/prompt-service/src/unstract/prompt_service/services/retrieval.py b/prompt-service/src/unstract/prompt_service/services/retrieval.py
index 3dc6ea364..6aa3b28dd 100644
--- a/prompt-service/src/unstract/prompt_service/services/retrieval.py
+++ b/prompt-service/src/unstract/prompt_service/services/retrieval.py
@@ -97,8 +97,7 @@ def retrieve_complete_context(
         context_retrieval_metrics: dict[str, Any],
         prompt_key: str,
     ) -> list[str]:
-        """
-        Loads full context from raw file for zero chunk size retrieval
+        """Loads full context from raw file for zero chunk size retrieval
         Args:
             execution_source (str): Source of execution.
             file_path (str): Path to the directory containing text file.
diff --git a/prompt-service/src/unstract/prompt_service/services/variable_replacement.py b/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
index 13d5987e8..6d6184a7e 100644
--- a/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
+++ b/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
@@ -1,6 +1,7 @@
 from typing import Any
 
 from flask import current_app as app
+
 from unstract.prompt_service.constants import PromptServiceConstants as PSKeys
 from unstract.prompt_service.constants import RunLevel, VariableType
 from unstract.prompt_service.helpers.variable_replacement import (
@@ -11,7 +12,6 @@
 
 
 class VariableReplacementService:
-
     @staticmethod
     def is_variables_present(prompt_text: str) -> bool:
         """Determines if variables are present in the prompt.
diff --git a/prompt-service/src/unstract/prompt_service/tests/conftest.py b/prompt-service/src/unstract/prompt_service/tests/conftest.py
index b37f29e07..c04fa27d3 100644
--- a/prompt-service/src/unstract/prompt_service/tests/conftest.py
+++ b/prompt-service/src/unstract/prompt_service/tests/conftest.py
@@ -2,6 +2,7 @@
 from dotenv import load_dotenv
 from flask import Flask
 from flask_wtf.csrf import CSRFProtect
+
 from unstract.prompt_service.controllers.extraction import extraction_bp
 from unstract.prompt_service.controllers.indexing import indexing_bp
 
diff --git a/prompt-service/src/unstract/prompt_service/tests/integration/test_api_endpoints.py b/prompt-service/src/unstract/prompt_service/tests/integration/test_api_endpoints.py
index 7192d1817..3adaa820d 100644
--- a/prompt-service/src/unstract/prompt_service/tests/integration/test_api_endpoints.py
+++ b/prompt-service/src/unstract/prompt_service/tests/integration/test_api_endpoints.py
@@ -3,6 +3,7 @@
 
 from dotenv import load_dotenv
 from flask.testing import FlaskClient
+
 from unstract.prompt_service.helpers.auth import AuthHelper
 
 load_dotenv(".env.test")
diff --git a/prompt-service/src/unstract/prompt_service/utils/db_utils.py b/prompt-service/src/unstract/prompt_service/utils/db_utils.py
index 400c540e8..a350f2806 100644
--- a/prompt-service/src/unstract/prompt_service/utils/db_utils.py
+++ b/prompt-service/src/unstract/prompt_service/utils/db_utils.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 from unstract.prompt_service.constants import DBTableV2
 from unstract.prompt_service.extensions import db, db_context
@@ -8,11 +8,8 @@
 
 
 class DBUtils:
-
     @classmethod
-    def get_organization_from_bearer_token(
-        cls, token: str
-    ) -> tuple[Optional[int], str]:
+    def get_organization_from_bearer_token(cls, token: str) -> tuple[int | None, str]:
         """Retrieve organization ID and identifier using a bearer token.
 
         Args:
@@ -24,13 +21,13 @@ def get_organization_from_bearer_token(
         platform_key_table = f'"{DB_SCHEMA}".{DBTableV2.PLATFORM_KEY}'
         organization_table = f'"{DB_SCHEMA}".{DBTableV2.ORGANIZATION}'
 
-        organization_uid: Optional[int] = cls.execute_query(
+        organization_uid: int | None = cls.execute_query(
             f"SELECT organization_id FROM {platform_key_table} WHERE key=%s", (token,)
         )
         if organization_uid is None:
             return None, None
 
-        organization_identifier: Optional[str] = cls.execute_query(
+        organization_identifier: str | None = cls.execute_query(
             f"SELECT organization_id FROM {organization_table} WHERE id=%s",
             (organization_uid,),
         )
diff --git a/prompt-service/src/unstract/prompt_service/utils/env_loader.py b/prompt-service/src/unstract/prompt_service/utils/env_loader.py
index 05de28b11..481a3eb34 100644
--- a/prompt-service/src/unstract/prompt_service/utils/env_loader.py
+++ b/prompt-service/src/unstract/prompt_service/utils/env_loader.py
@@ -1,10 +1,8 @@
 import os
-from typing import Optional
 
 
-def get_env_or_die(env_key: str, default: Optional[str] = None) -> str:
-    """
-    Get the value of an environment variable or raise an error if it is not set.
+def get_env_or_die(env_key: str, default: str | None = None) -> str:
+    """Get the value of an environment variable or raise an error if it is not set.
 
     Args:
         env_key (str): Name of the environment variable.
diff --git a/prompt-service/src/unstract/prompt_service/utils/file_utils.py b/prompt-service/src/unstract/prompt_service/utils/file_utils.py
index 1ab7145e4..57dd2df31 100644
--- a/prompt-service/src/unstract/prompt_service/utils/file_utils.py
+++ b/prompt-service/src/unstract/prompt_service/utils/file_utils.py
@@ -7,8 +7,7 @@
 class FileUtils:
     @staticmethod
     def get_fs_instance(execution_source: str) -> FileStorage:
-        """
-        Returns a FileStorage instance based on the execution source.
+        """Returns a FileStorage instance based on the execution source.
 
         Args:
             execution_source (str): The source from which the execution is triggered.
diff --git a/prompt-service/src/unstract/prompt_service/utils/log.py b/prompt-service/src/unstract/prompt_service/utils/log.py
index 73912630c..13e676af6 100644
--- a/prompt-service/src/unstract/prompt_service/utils/log.py
+++ b/prompt-service/src/unstract/prompt_service/utils/log.py
@@ -1,8 +1,7 @@
+from unstract.core.pubsub_helper import LogPublisher
 from unstract.prompt_service.constants import RunLevel
 from unstract.sdk.constants import LogLevel
 
-from unstract.core.pubsub_helper import LogPublisher
-
 
 def publish_log(
     log_events_id: str,
diff --git a/prompt-service/src/unstract/prompt_service/utils/metrics.py b/prompt-service/src/unstract/prompt_service/utils/metrics.py
index 02a5783f4..b7b419d33 100644
--- a/prompt-service/src/unstract/prompt_service/utils/metrics.py
+++ b/prompt-service/src/unstract/prompt_service/utils/metrics.py
@@ -2,7 +2,6 @@
 
 
 class Metrics:
-
     @staticmethod
     def elapsed_time(start_time) -> float:
         """Returns the elapsed time since the process was started."""
diff --git a/prompt-service/src/unstract/prompt_service/utils/request.py b/prompt-service/src/unstract/prompt_service/utils/request.py
index b6c6848ba..4c94506e7 100644
--- a/prompt-service/src/unstract/prompt_service/utils/request.py
+++ b/prompt-service/src/unstract/prompt_service/utils/request.py
@@ -1,9 +1,10 @@
 from enum import Enum
-from typing import Any, Optional
+from typing import Any
 
 import requests as pyrequests
 from flask import current_app as app
 from requests.exceptions import RequestException
+
 from unstract.prompt_service.exceptions import APIError, BadRequest, MissingFieldError
 
 
@@ -18,9 +19,9 @@ class HTTPMethod(str, Enum):
 def make_http_request(
     verb: HTTPMethod,
     url: str,
-    data: Optional[dict[str, Any]] = None,
-    headers: Optional[dict[str, Any]] = None,
-    params: Optional[dict[str, Any]] = None,
+    data: dict[str, Any] | None = None,
+    headers: dict[str, Any] | None = None,
+    params: dict[str, Any] | None = None,
 ) -> str:
     """Generic helper function to help make a HTTP request."""
     try:
diff --git a/prompt-service/uv.lock b/prompt-service/uv.lock
new file mode 100644
index 000000000..3c4751da5
--- /dev/null
+++ b/prompt-service/uv.lock
@@ -0,0 +1,3245 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "aioboto3"
+version = "13.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiobotocore", extra = ["boto3"] },
+    { name = "aiofiles" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3f/5a/110bb213df3ec5f977995b45acfdec6c2a7b829bc33960484a9c51433f65/aioboto3-13.4.0.tar.gz", hash = "sha256:3105f9e5618c686c90050e60eb5ebf9e28f7f8c4e0fa162d4481aaa402008aab", size = 32002 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/84/f4/645f113df15849685de0b36985a8e77afa5ae40983278f45ca38c8b58666/aioboto3-13.4.0-py3-none-any.whl", hash = "sha256:d78f3400ef3a01b4d5515108ef244941894a0bc39c4716321a00e15898d7e002", size = 34758 },
+]
+
+[[package]]
+name = "aiobotocore"
+version = "2.18.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "multidict" },
+    { name = "python-dateutil" },
+    { name = "urllib3" },
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5f/38/a71d13726568ba0189978a5a66c08b5d0359d446513ebdba53056763f4cb/aiobotocore-2.18.0.tar.gz", hash = "sha256:c54db752c5a742bf1a05c8359a93f508b4bf702b0e6be253a4c9ef1f9c9b6706", size = 107682 }
+wheels = [
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+]
+
+[package.optional-dependencies]
+boto3 = [
+    { name = "boto3" },
+]
+
+[[package]]
+name = "aiofiles"
+version = "24.1.0"
+source = { registry = "https://pypi.org/simple" }
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+]
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+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
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+    { url = "https://files.pythonhosted.org/packages/19/e5/859fca07169d6eceeaa4fde1997c91d8abde4e9a7c018e371640c2da2b71/yarl-1.18.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e35ef8683211db69ffe129a25d5634319a677570ab6b2eba4afa860f54eeaf75", size = 342314 },
+    { url = "https://files.pythonhosted.org/packages/08/75/76b63ccd91c9e03ab213ef27ae6add2e3400e77e5cdddf8ed2dbc36e3f21/yarl-1.18.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:84b2deecba4a3f1a398df819151eb72d29bfeb3b69abb145a00ddc8d30094512", size = 341987 },
+    { url = "https://files.pythonhosted.org/packages/1a/e1/a097d5755d3ea8479a42856f51d97eeff7a3a7160593332d98f2709b3580/yarl-1.18.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:00e5a1fea0fd4f5bfa7440a47eff01d9822a65b4488f7cff83155a0f31a2ecba", size = 336914 },
+    { url = "https://files.pythonhosted.org/packages/0b/42/e1b4d0e396b7987feceebe565286c27bc085bf07d61a59508cdaf2d45e63/yarl-1.18.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d0e883008013c0e4aef84dcfe2a0b172c4d23c2669412cf5b3371003941f72bb", size = 325765 },
+    { url = "https://files.pythonhosted.org/packages/7e/18/03a5834ccc9177f97ca1bbb245b93c13e58e8225276f01eedc4cc98ab820/yarl-1.18.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5a3f356548e34a70b0172d8890006c37be92995f62d95a07b4a42e90fba54272", size = 344444 },
+    { url = "https://files.pythonhosted.org/packages/c8/03/a713633bdde0640b0472aa197b5b86e90fbc4c5bc05b727b714cd8a40e6d/yarl-1.18.3-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:ccd17349166b1bee6e529b4add61727d3f55edb7babbe4069b5764c9587a8cc6", size = 340760 },
+    { url = "https://files.pythonhosted.org/packages/eb/99/f6567e3f3bbad8fd101886ea0276c68ecb86a2b58be0f64077396cd4b95e/yarl-1.18.3-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:b958ddd075ddba5b09bb0be8a6d9906d2ce933aee81100db289badbeb966f54e", size = 346484 },
+    { url = "https://files.pythonhosted.org/packages/8e/a9/84717c896b2fc6cb15bd4eecd64e34a2f0a9fd6669e69170c73a8b46795a/yarl-1.18.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:c7d79f7d9aabd6011004e33b22bc13056a3e3fb54794d138af57f5ee9d9032cb", size = 359864 },
+    { url = "https://files.pythonhosted.org/packages/1e/2e/d0f5f1bef7ee93ed17e739ec8dbcb47794af891f7d165fa6014517b48169/yarl-1.18.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:4891ed92157e5430874dad17b15eb1fda57627710756c27422200c52d8a4e393", size = 364537 },
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+    { url = "https://files.pythonhosted.org/packages/7d/e3/924c3f64b6b3077889df9a1ece1ed8947e7b61b0a933f2ec93041990a677/yarl-1.18.3-cp312-cp312-win32.whl", hash = "sha256:f91c4803173928a25e1a55b943c81f55b8872f0018be83e3ad4938adffb77dd2", size = 84097 },
+    { url = "https://files.pythonhosted.org/packages/34/45/0e055320daaabfc169b21ff6174567b2c910c45617b0d79c68d7ab349b02/yarl-1.18.3-cp312-cp312-win_amd64.whl", hash = "sha256:7e2ee16578af3b52ac2f334c3b1f92262f47e02cc6193c598502bd46f5cd1477", size = 90399 },
+    { url = "https://files.pythonhosted.org/packages/f5/4b/a06e0ec3d155924f77835ed2d167ebd3b211a7b0853da1cf8d8414d784ef/yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b", size = 45109 },
+]
+
+[[package]]
+name = "zipp"
+version = "3.21.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/50/bad581df71744867e9468ebd0bcd6505de3b275e06f202c2cb016e3ff56f/zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4", size = 24545 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/1a/7e4798e9339adc931158c9d69ecc34f5e6791489d469f5e50ec15e35f458/zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931", size = 9630 },
+]
diff --git a/pyproject.toml b/pyproject.toml
index 70a8c75e5..e02bb6023 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,31 +1,27 @@
 [project]
 name = "unstract"
 version = "0.1.0"
-requires-python = ">=3.9,<3.11.1"
-dependencies = []
+requires-python = ">=3.12,<3.13"
 
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
+dependencies = []
 
-[tool.pdm.dev-dependencies]
-lint = [
-    "autopep8~=2.0.2",
-    "black~=24.3.0",
+[dependency-groups]
+dev = [
     "docutils~=0.20.1",
-    "flake8~=7.0.0",
-    "flake8-pyproject~=1.2.2",
-    "isort~=5.13.2",
     "mypy~=1.9.0",
     "pre-commit~=3.6.2",
+    "yamllint>=1.35.1",
+    "ruff<1.0.0,>=0.2.2",
+    "pytest>=8.0.1",
+    "pycln>=2.5.0",
     "types-PyMySQL~=1.1.0.1",
     "types-pyOpenSSL~=24.0.0.20240311",
     "types-PyYAML~=6.0.12.12",
     "types-redis~=4.6.0.3",
     "types-requests~=2.31.0.6",
     "types-tzlocal~=5.1.0.1",
-    "yamllint>=1.35.1",
 ]
+
 hook-check-django-migrations = [
     "celery>=5.3.4",
     "cron-descriptor==1.4.0",
@@ -41,40 +37,180 @@ hook-check-django-migrations = [
     "psycopg2-binary==2.9.9",
     "python-dotenv==1.0.0",
     "python-magic==0.4.27",
-    "unstract-sdk~=0.62.1",
-    "-e unstract-connectors @ file:///${PROJECT_ROOT}/unstract/connectors",
-    "-e unstract-core @ file:///${PROJECT_ROOT}/unstract/core",
-    "-e unstract-flags @ file:///${PROJECT_ROOT}/unstract/flags",
-    "-e unstract-tool-registry @ file:///${PROJECT_ROOT}/unstract/tool-registry",
-    "-e unstract-tool-sandbox @ file:///${PROJECT_ROOT}/unstract/tool-sandbox",
-    "-e unstract-workflow-execution @ file:///${PROJECT_ROOT}/unstract/workflow-execution",
-    "-e unstract-filesystem @ file:///${PROJECT_ROOT}/unstract/filesystem"
+    "unstract-sdk~=0.70.0",
+    "unstract-connectors",
+    "unstract-core",
+    "unstract-flags",
+    "unstract-tool-registry",
+    "unstract-tool-sandbox",
+    "unstract-workflow-execution",
+    "unstract-filesystem",
+]
+
+[tool.uv.sources]
+unstract-filesystem = { path = "./unstract/filesystem", editable = true }
+unstract-workflow-execution = { path = "./unstract/workflow-execution", editable = true }
+unstract-tool-sandbox = { path = "./unstract/tool-sandbox", editable = true }
+unstract-tool-registry = { path = "./unstract/tool-registry", editable = true }
+unstract-flags = { path = "./unstract/flags", editable = true }
+unstract-core = { path = "./unstract/core", editable = true }
+unstract-connectors = { path = "./unstract/connectors", editable = true }
+# === Development tool configurations ===
+
+[tool.ruff]
+line-length = 90
+target-version = "py312"
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "venv",
+    ".*migrations/.*.py",
+    "tests",
+]
+
+[tool.ruff.lint]
+select = [
+    "E",   # pycodestyle (formatting)
+    "F",   # Pyflakes (static analysis)
+    "I",   # isort (import sorting)
+    "B",   # bugbear (security/performance)
+    "W",   # warnings
+    "C90", # mccabe complexity
+    "N",   # pep8-naming
+    "D",   # pydocstyle
+    "UP",  # pyupgrade
+    "ANN", # flake8-annotations
+    "TCH", # flake8-type-checking
+    "PYI", # flake8-pyi
+]
+fixable = ["ALL"]
+ignore = [
+    "ANN001", # Missing type annotation for function argument `value`
+    "ANN002", # Missing type annotation for `*args`"
+    "ANN003", # Missing type annotation for `**kwargs`"
+    "ANN101", # Missing type annotation for self
+    "ANN102", # Missing type annotation for cls
+    "ANN201", # Missing return type annotation for public function
+    "ANN204", # Missing return type annotation for special method `__init__`,
+    "ANN205", # Missing return type annotation for staticmethod `list`
+    "ANN401", # Dynamically typed expressions (typing.Any) are disallowed in `user_login`
+    "B006",   # Do not use mutable data structures for argument defaults
+    "B007",   # Loop control variable `dirs` not used within loop body
+    "B008",   # Do not perform function call `FileStorage`"
+    "B015",   # Pointless comparison. Did you mean to assign a value? Otherwise, prepend `assert` or remove it."
+    "B018",   # Found useless expression. Either assign it to a variable or remove it.
+    "B024",   # `AuthService` is an abstract base class, but it has no abstract methods or properties"
+    "B904",   # Within an `except` clause, raise exceptions with
+    "C901",   # `handle_output` is too complex (11 > 10)"
+    "D100",   # Missing docstring in public module
+    "D101",   # Missing docstring in public class
+    "D102",   # Missing docstring in public method
+    "D103",   # Missing docstring in public function
+    "D104",   # Missing docstring in public package
+    "D105",   # Missing docstring in magic method
+    "D106",   # Missing docstring in public nested class
+    "D107",   # Missing docstring in `__init__`
+    "D205",   # 1 blank line required between summary line and description
+    "D402",   # First line should not be the function's signature"
+    "D415",   # First line should end with a period, question mark, or exclamation point"
+    "D417",   # Missing argument description in the docstring for `user_organizations`: `request`
+    "E501",   # Line too long (91 > 90)
+    "N806",   # Variable `organizationData` in function should be lowercase
+    "N802",   # Function name `makeSignupRequestParams` should be lowercase
+    "N804",   # First argument of a class method should be named `cls`"
+    "N805",   # First argument of a method should be named `self`"
+    "N812",   # Lowercase `exceptions` imported as non-lowercase `GoogleApiException`"
+    "N813",   # Camelcase `Common` imported as lowercase `common`
+    "N816",   # Variable `zipProject` in global scope should not be mixedCase"
+    "N817",   # CamelCase `FieldLengthConstants` imported as acronym `FLC`,
+    "N818",   # Exception name `InvalidToolPropertiesException` should be named with an Error suffix
+    "N999",   # Invalid module name: 'FileValidator'"
+    "TCH001", #Move application import xxx into a type-checking block
+    "TCH002", # Move third-party import `rest_framework.serializers.Serializer` into a type-checking block
+    "TCH003", # Move standard library import `uuid` into a type-checking block"
+    # "TC006",  # [*] Add quotes to type expression in `typing.cast()"
+    "ANN206", #Missing return type annotation
+    "ANN202", # Missing return type annotation for private function"
+    "B027",   # `NotificationProvider.validate` is an empty method in an abstract base class, but has no abstract decorator"
+    "F405",   # `os` may be undefined, or defined from star imports"
+    "UP038",  # Use `X | Y` in `isinstance` call instead of `(X, Y)`"
 ]
 
-[tool.black]
-line-length = 88
-target-version = ['py39']
+[tool.ruff.lint.mccabe]
+max-complexity = 10
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+line-ending = "auto"
+docstring-code-format = true
 
 [tool.pycln]
 all = true
+expand-stars = true
+no-gitignore = false
+verbose = true
+
+[tool.pyupgrade]
+keep-runtime-typing = true
+py39-plus = true
+keep-dict-typing = true
 
-[tool.isort]
-line_length = 88
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-profile = "black"
 
 [tool.pytest.ini_options]
-DJANGO_SETTINGS_MODULE = "backend.settings.test_cases"
 python_files = ["tests.py", "test_*.py", "*_tests.py"]
+DJANGO_SETTINGS_MODULE = "backend.settings.test_cases"
+testpaths = ["tests"]
+markers = [
+    "slow: marks tests as slow (deselect with '-m \"not slow\"')",
+    "integration: marks tests as integration (deselect with '-m \"not integration\"')",
+]
 
 [tool.mypy]
-allow_subclassing_any = true
-allow_untyped_decorators = true
+python_version = "3.12"
+warn_return_any = true
+warn_unused_configs = true
+disallow_untyped_defs = true
+disallow_incomplete_defs = true
 check_untyped_defs = true
+disallow_untyped_decorators = false
+no_implicit_optional = true
+strict_optional = true
+warn_redundant_casts = true
+warn_unused_ignores = true
+warn_no_return = true
+warn_unreachable = true
+allow_untyped_globals = false
+allow_redefinition = false
+local_partial_types = true
+implicit_reexport = true
+follow_imports = "silent"
+ignore_missing_imports = true
+pretty = true
+show_column_numbers = true
+show_error_codes = true
+strict = true
 exclude = '''(?x)^(
     .*migrations/.*\.py|
     backend/prompt/.*|
@@ -83,16 +219,6 @@ exclude = '''(?x)^(
     unstract/flags/src/unstract/flags/.*|
     __pypackages__/.*|
 )$'''
-follow_imports = "silent"
-ignore_missing_imports = true
-implicit_reexport = true
-pretty = true
-python_version = "3.9"
-show_column_numbers = true
-show_error_codes = true
-strict = true
-warn_redundant_casts = true
-warn_return_any = true
-warn_unreachable = true
-warn_unused_configs = true
-warn_unused_ignores = true
+
+[tool.yamllint]
+relaxed = true
diff --git a/runner/.python-version b/runner/.python-version
new file mode 100644
index 000000000..f3fe474ae
--- /dev/null
+++ b/runner/.python-version
@@ -0,0 +1 @@
+3.12.9
diff --git a/runner/entrypoint.sh b/runner/entrypoint.sh
index 5ec16a54d..7b5a63b2e 100755
--- a/runner/entrypoint.sh
+++ b/runner/entrypoint.sh
@@ -25,7 +25,7 @@ gunicorn_args=(
     --bind 0.0.0.0:5002
     --workers 2
     --threads 2
-    --worker-class gevent
+    --worker-class gthread
     --log-level debug
     --timeout 900
     --access-logfile -
diff --git a/runner/pdm.lock b/runner/pdm.lock
deleted file mode 100644
index c43b2749d..000000000
--- a/runner/pdm.lock
+++ /dev/null
@@ -1,1379 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "deploy", "dev", "test"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:9a0c3476ee5daeed86cff41812bad5afa3c819aed7d7f3310ff528b7085908b8"
-
-[[package]]
-name = "amqp"
-version = "5.3.1"
-requires_python = ">=3.6"
-summary = "Low-level AMQP client for Python (fork of amqplib)."
-groups = ["default", "dev"]
-dependencies = [
-    "vine<6.0.0,>=5.0.0",
-]
-files = [
-    {file = "amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2"},
-    {file = "amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432"},
-]
-
-[[package]]
-name = "async-timeout"
-version = "5.0.1"
-requires_python = ">=3.8"
-summary = "Timeout context manager for asyncio programs"
-groups = ["default", "dev"]
-marker = "python_full_version < \"3.11.3\""
-files = [
-    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
-    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
-]
-
-[[package]]
-name = "backoff"
-version = "2.2.1"
-requires_python = ">=3.7,<4.0"
-summary = "Function decoration for backoff and retry"
-groups = ["deploy"]
-marker = "python_version >= \"3.7\""
-files = [
-    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
-    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
-]
-
-[[package]]
-name = "blinker"
-version = "1.9.0"
-requires_python = ">=3.9"
-summary = "Fast, simple object-to-object and broadcast signaling"
-groups = ["default", "dev"]
-files = [
-    {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
-    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
-]
-
-[[package]]
-name = "certifi"
-version = "2025.1.31"
-requires_python = ">=3.6"
-summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["default", "deploy", "dev"]
-files = [
-    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
-    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
-]
-
-[[package]]
-name = "cffi"
-version = "1.17.1"
-requires_python = ">=3.8"
-summary = "Foreign Function Interface for Python calling C code."
-groups = ["deploy"]
-marker = "platform_python_implementation == \"CPython\" and sys_platform == \"win32\""
-dependencies = [
-    "pycparser",
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-
-[[package]]
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-requires_python = ">=3.7"
-summary = "Very basic event publishing system"
-groups = ["deploy"]
-dependencies = [
-    "setuptools",
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diff --git a/runner/pyproject.toml b/runner/pyproject.toml
index 14b25113a..1815a541a 100644
--- a/runner/pyproject.toml
+++ b/runner/pyproject.toml
@@ -2,59 +2,62 @@
 name = "unstract-runner"
 version = "0.1.0"
 description = "Platform to interact with tools [Tool's Docker lifecycle management]"
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+license = { text = "MIT" }
+
 dependencies = [
     "docker==6.1.3",
     "flask~=3.1.0",
     "python-dotenv>=1.0.0",
     "redis~=5.2.1",
-    "unstract-core[flask] @ file:///${PROJECT_ROOT}/../unstract/core",
-    "unstract-flags @ file:///${PROJECT_ROOT}/../unstract/flags",
-]
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-license = {text = "MIT"}
-
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-
-[project.optional-dependencies]
-deploy = [
-    "gunicorn[gevent]~=23.0",
-    # OpenTelemetry for tracing and profiling
-    "opentelemetry-distro",
-    "opentelemetry-exporter-otlp",
+    "unstract-core[flask]",
+    "unstract-flags",
 ]
 
-[tool.pdm.dev-dependencies]
+[dependency-groups]
+dev = ["unstract-core[flask]", "poethepoet>=0.33.1"]
 test = [
     "pytest>=8.2.2",
     "pytest-mock>=3.14.0",
     "pytest-cov>=5.0.0",
     "pytest-md-report>=0.6.2",
 ]
-dev = [
-    "-e unstract-core[flask] @ file:///${PROJECT_ROOT}/../unstract/core",
+deploy = [
+    "gunicorn~=23.0",
+    # OpenTelemetry for tracing and profiling
+    "opentelemetry-distro",
+    "opentelemetry-exporter-otlp",
 ]
 
 
-[tool.pdm.scripts]
+[tool.uv.sources]
+unstract-flags = { path = "../unstract/flags", editable = true }
+unstract-core = { path = "../unstract/core", editable = true }
+
+[tool.poe]
+envfile = ".env"
+
+[tool.poe.tasks.runner]
 # Runs the service with gunicorn
-runner.cmd = "./entrypoint.sh"
-runner.env_file = ".env"
-runner.help = "Runs the Unstract tool runner (Gunicorn)"
+cmd = "./entrypoint.sh"
+help = "Runs the Unstract tool runner (Gunicorn)"
+
+[tool.poe.tasks.runner-flask]
 # Runs the service with flask
-runner-flask.cmd = "flask run"
-runner-flask.env_file = ".env"
-runner-flask.help = "Runs the Unstract tool runner (Flask)"
+cmd = "flask run"
+help = "Runs the Unstract tool runner (Flask)"
+
+[tool.poe.tasks.test]
 # Run tests for this service
-test.cmd = "pytest -s -v"
-test.env_file = "tests/.env"
-test.help = "Runs pytests for the Unstract tool runner"
+cmd = "pytest -s -v"
+env = { "ENV_FILE" = "tests/.env" }
+help = "Runs pytests for the Unstract tool runner"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/unstract"]
diff --git a/runner/src/unstract/runner/__init__.py b/runner/src/unstract/runner/__init__.py
index ed26fc9c9..54041b09f 100644
--- a/runner/src/unstract/runner/__init__.py
+++ b/runner/src/unstract/runner/__init__.py
@@ -2,11 +2,11 @@
 import os
 
 from flask import Flask
-from unstract.runner.constants import LogLevel
-from unstract.runner.runner import UnstractRunner
 
 from unstract.core.flask import register_error_handlers, register_request_id_middleware
 from unstract.core.flask.logging import setup_logging
+from unstract.runner.constants import LogLevel
+from unstract.runner.runner import UnstractRunner
 
 from .controller import api
 
diff --git a/runner/src/unstract/runner/clients/docker_client.py b/runner/src/unstract/runner/clients/docker_client.py
index 0f95a903f..605a6e55f 100644
--- a/runner/src/unstract/runner/clients/docker_client.py
+++ b/runner/src/unstract/runner/clients/docker_client.py
@@ -1,10 +1,13 @@
 import logging
 import os
+import pprint
 from collections.abc import Iterator
-from typing import Any, Optional
+from typing import Any
 
+from docker import DockerClient
 from docker.errors import APIError, ImageNotFound
 from docker.models.containers import Container
+from unstract.core.utilities import UnstractUtils
 from unstract.runner.clients.interface import (
     ContainerClientInterface,
     ContainerInterface,
@@ -12,9 +15,6 @@
 from unstract.runner.constants import Env
 from unstract.runner.utils import Utils
 
-from docker import DockerClient
-from unstract.core.utilities import UnstractUtils
-
 
 class DockerContainer(ContainerInterface):
     def __init__(self, container: Container, logger: logging.Logger) -> None:
@@ -30,7 +30,7 @@ def logs(self, follow=True) -> Iterator[str]:
             yield line.decode().strip()
 
     def wait_until_stop(
-        self, main_container_status: Optional[dict[str, Any]] = None
+        self, main_container_status: dict[str, Any] | None = None
     ) -> dict:
         """Wait until the container stops and return the status.
 
@@ -47,7 +47,7 @@ def wait_until_stop(
 
         return self.container.wait()
 
-    def cleanup(self, client: Optional[ContainerClientInterface] = None) -> None:
+    def cleanup(self, client: ContainerClientInterface | None = None) -> None:
         if not self.container or not Utils.remove_container_on_exit():
             return
         try:
@@ -73,7 +73,7 @@ def __init__(
         self.image_tag = image_tag or "latest"
         self.logger = logger
         self.sidecar_enabled = sidecar_enabled
-        self.volume_name: Optional[str] = None
+        self.volume_name: str | None = None
 
         # Create a Docker client that communicates with
         #   the Docker daemon in the host environment
@@ -82,9 +82,7 @@ def __init__(
 
     def __private_login(self):
         """Performs login for private registry if required."""
-        private_registry_credential_path = os.getenv(
-            Env.PRIVATE_REGISTRY_CREDENTIAL_PATH
-        )
+        private_registry_credential_path = os.getenv(Env.PRIVATE_REGISTRY_CREDENTIAL_PATH)
         private_registry_username = os.getenv(Env.PRIVATE_REGISTRY_USERNAME)
         private_registry_url = os.getenv(Env.PRIVATE_REGISTRY_URL)
         if not (
@@ -133,13 +131,10 @@ def __image_exists(self, image_name_with_tag: str) -> bool:
         Returns:
             bool: True if the image exists, False otherwise.
         """
-
         try:
             # Attempt to get the image information
             self.client.images.get(image_name_with_tag)
-            self.logger.info(
-                f"Image '{image_name_with_tag}' found in the local system."
-            )
+            self.logger.info(f"Image '{image_name_with_tag}' found in the local system.")
             return True
         except ImageNotFound:  # type: ignore[attr-defined]
             self.logger.info(
@@ -169,16 +164,18 @@ def get_image(self, sidecar: bool = False) -> str:
         if sidecar:
             image_name_with_tag = f"{self.sidecar_image_name}:{self.sidecar_image_tag}"
             repository = self.sidecar_image_name
+            image_tag = self.sidecar_image_tag
         else:
             image_name_with_tag = f"{self.image_name}:{self.image_tag}"
             repository = self.image_name
+            image_tag = self.image_tag
         if self.__image_exists(image_name_with_tag):
             return image_name_with_tag
 
         self.logger.info("Pulling the container: %s", image_name_with_tag)
         resp = self.client.api.pull(
             repository=repository,
-            tag=self.image_tag,
+            tag=image_tag,
             stream=True,
             decode=True,
         )
@@ -205,8 +202,8 @@ def get_container_run_config(
         command: list[str],
         file_execution_id: str,
         shared_log_dir: str,
-        container_name: Optional[str] = None,
-        envs: Optional[dict[str, Any]] = None,
+        container_name: str | None = None,
+        envs: dict[str, Any] | None = None,
         auto_remove: bool = False,
         sidecar: bool = False,
         **kwargs,
@@ -269,7 +266,9 @@ def run_container(self, container_config: dict[str, Any]) -> DockerContainer:
             DockerContainer: Running container instance
         """
         try:
-            self.logger.info("Running container with config: %s", container_config)
+            self.logger.info(
+                "Running container with config: %s", pprint.pformat(container_config)
+            )
             container = self.client.containers.run(**container_config)
             return DockerContainer(
                 container=container,
@@ -281,7 +280,7 @@ def run_container(self, container_config: dict[str, Any]) -> DockerContainer:
 
     def run_container_with_sidecar(
         self, container_config: dict[str, Any], sidecar_config: dict[str, Any]
-    ) -> tuple[DockerContainer, Optional[DockerContainer]]:
+    ) -> tuple[DockerContainer, DockerContainer | None]:
         """Run a container with sidecar.
 
         Args:
@@ -293,9 +292,13 @@ def run_container_with_sidecar(
                 Running container and sidecar instance
         """
         try:
-            self.logger.info("Running container with config: %s", container_config)
+            self.logger.info(
+                "Running container with config: %s", pprint.pformat(container_config)
+            )
             container = self.client.containers.run(**container_config)
-            self.logger.info("Running sidecar with config: %s", sidecar_config)
+            self.logger.info(
+                "Running sidecar with config: %s", pprint.pformat(sidecar_config)
+            )
             sidecar = self.client.containers.run(**sidecar_config)
             return DockerContainer(
                 container=container,
@@ -310,9 +313,9 @@ def run_container_with_sidecar(
 
     def wait_for_container_stop(
         self,
-        container: Optional[DockerContainer],
-        main_container_status: Optional[dict[str, Any]] = None,
-    ) -> Optional[dict]:
+        container: DockerContainer | None,
+        main_container_status: dict[str, Any] | None = None,
+    ) -> dict | None:
         """Wait for the container to stop and return its exit status.
 
         Args:
diff --git a/runner/src/unstract/runner/clients/interface.py b/runner/src/unstract/runner/clients/interface.py
index ea0f576bd..b1cd9b42c 100644
--- a/runner/src/unstract/runner/clients/interface.py
+++ b/runner/src/unstract/runner/clients/interface.py
@@ -30,7 +30,6 @@ def cleanup(self, client: Optional["ContainerClientInterface"] = None) -> None:
 
 
 class ContainerClientInterface(ABC):
-
     @abstractmethod
     def __init__(
         self,
@@ -57,7 +56,7 @@ def run_container(self, config: dict[Any, Any]) -> ContainerInterface:
     @abstractmethod
     def run_container_with_sidecar(
         self, container_config: dict[Any, Any], sidecar_config: dict[Any, Any]
-    ) -> tuple[ContainerInterface, Optional[ContainerInterface]]:
+    ) -> tuple[ContainerInterface, ContainerInterface | None]:
         """Method to run a container with provided config. This method will run
         the container.
 
@@ -84,9 +83,9 @@ def get_image(self) -> str:
     @abstractmethod
     def wait_for_container_stop(
         self,
-        container: Optional[ContainerInterface],
-        main_container_status: Optional[dict] = None,
-    ) -> Optional[dict]:
+        container: ContainerInterface | None,
+        main_container_status: dict | None = None,
+    ) -> dict | None:
         """Wait for the container to stop and return the exit code.
 
         Args:
@@ -104,8 +103,8 @@ def get_container_run_config(
         command: list[str],
         file_execution_id: str,
         shared_log_dir: str,
-        container_name: Optional[str] = None,
-        envs: Optional[dict[str, Any]] = None,
+        container_name: str | None = None,
+        envs: dict[str, Any] | None = None,
         auto_remove: bool = False,
         sidecar: bool = False,
         **kwargs,
diff --git a/runner/src/unstract/runner/clients/test_docker.py b/runner/src/unstract/runner/clients/test_docker.py
index 0d789fb71..82c3bcf0f 100644
--- a/runner/src/unstract/runner/clients/test_docker.py
+++ b/runner/src/unstract/runner/clients/test_docker.py
@@ -3,6 +3,7 @@
 from unittest.mock import MagicMock
 
 import pytest
+
 from docker.errors import ImageNotFound
 from unstract.runner.constants import Env
 
@@ -102,9 +103,7 @@ def test_get_image(docker_client, mocker):
     mock_images.get.side_effect = ImageNotFound(
         "Image not found"
     )  # Mock that image doesn't exist
-    mock_pull = mocker.patch.object(
-        docker_client.client.api, "pull"
-    )  # Patch pull method
+    mock_pull = mocker.patch.object(docker_client.client.api, "pull")  # Patch pull method
     mock_pull.return_value = iter([{"status": "pulling"}])  # Simulate pull process
     assert docker_client.get_image() == "test-image:latest"
     mock_pull.assert_called_once_with(
@@ -209,9 +208,7 @@ def test_get_image_for_sidecar(docker_client_with_sidecar, mocker):
     )
 
     # Re-initialize client to pick up mocked env vars
-    docker_client_with_sidecar.sidecar_image_name = os.getenv(
-        Env.TOOL_SIDECAR_IMAGE_NAME
-    )
+    docker_client_with_sidecar.sidecar_image_name = os.getenv(Env.TOOL_SIDECAR_IMAGE_NAME)
     docker_client_with_sidecar.sidecar_image_tag = os.getenv(Env.TOOL_SIDECAR_IMAGE_TAG)
 
     # Patch the client object to control its behavior
@@ -223,8 +220,7 @@ def test_get_image_for_sidecar(docker_client_with_sidecar, mocker):
     # Case 1: Image exists
     mock_images.get.side_effect = MagicMock()
     assert (
-        docker_client_with_sidecar.get_image(sidecar=True)
-        == "test-sidecar-image:latest"
+        docker_client_with_sidecar.get_image(sidecar=True) == "test-sidecar-image:latest"
     )
     mock_images.get.assert_called_once_with("test-sidecar-image:latest")
 
@@ -233,8 +229,7 @@ def test_get_image_for_sidecar(docker_client_with_sidecar, mocker):
     mock_pull = mocker.patch.object(docker_client_with_sidecar.client.api, "pull")
     mock_pull.return_value = iter([{"status": "pulling"}])
     assert (
-        docker_client_with_sidecar.get_image(sidecar=True)
-        == "test-sidecar-image:latest"
+        docker_client_with_sidecar.get_image(sidecar=True) == "test-sidecar-image:latest"
     )
     mock_pull.assert_called_once_with(
         repository="test-sidecar-image",
diff --git a/runner/src/unstract/runner/controller/run.py b/runner/src/unstract/runner/controller/run.py
index 8d2188cce..6917f3133 100644
--- a/runner/src/unstract/runner/controller/run.py
+++ b/runner/src/unstract/runner/controller/run.py
@@ -1,8 +1,8 @@
-from typing import Any, Optional
+from typing import Any
 
-from flask import Blueprint, abort
+from flask import Blueprint, abort, request
 from flask import current_app as app
-from flask import request
+
 from unstract.runner.runner import UnstractRunner
 
 # Define a Blueprint with a root URL path
@@ -11,7 +11,7 @@
 
 # Run container
 @run_bp.route("container/run", methods=["POST"])
-def run_container() -> Optional[Any]:
+def run_container() -> Any | None:
     data = request.get_json()
     image_name = data["image_name"]
     image_tag = data["image_tag"]
@@ -39,7 +39,7 @@ def run_container() -> Optional[Any]:
 
 
 @run_bp.route("container/<command>", methods=["GET"])
-def run_command(command: str) -> Optional[Any]:
+def run_command(command: str) -> Any | None:
     """Endpoint which will can execute any of the below commands.
 
     Args:
diff --git a/runner/src/unstract/runner/routes.py b/runner/src/unstract/runner/routes.py
deleted file mode 100644
index 89bed5ad1..000000000
--- a/runner/src/unstract/runner/routes.py
+++ /dev/null
@@ -1,8 +0,0 @@
-from flask import Flask
-
-from .controller import health_bp, run_bp
-
-
-def register_blueprints(app: Flask):
-    app.register_blueprint(blueprint=health_bp, url_prefix="/v1/api")
-    app.register_blueprint(blueprint=run_bp, url_prefix="/v1/api")
diff --git a/runner/src/unstract/runner/runner.py b/runner/src/unstract/runner/runner.py
index f59f7bd0d..f85d897c3 100644
--- a/runner/src/unstract/runner/runner.py
+++ b/runner/src/unstract/runner/runner.py
@@ -1,11 +1,14 @@
 import ast
 import json
 import os
-from datetime import datetime, timezone
-from typing import Any, Optional
+from datetime import UTC, datetime
+from typing import Any
 
 from dotenv import load_dotenv
 from flask import Flask
+
+from unstract.core.constants import LogFieldName
+from unstract.core.pubsub_helper import LogPublisher
 from unstract.runner.clients.helper import ContainerClientHelper
 from unstract.runner.clients.interface import (
     ContainerClientInterface,
@@ -15,9 +18,6 @@
 from unstract.runner.exception import ToolRunException
 from unstract.runner.utils import Utils
 
-from unstract.core.constants import LogFieldName
-from unstract.core.pubsub_helper import LogPublisher
-
 load_dotenv()
 # Loads the container client class.
 client_class = ContainerClientHelper.get_container_client()
@@ -42,7 +42,7 @@ def stream_logs(
         execution_id: str,
         organization_id: str,
         file_execution_id: str,
-        channel: Optional[str] = None,
+        channel: str | None = None,
     ) -> None:
         for line in container.logs(follow=True):
             log_message = line
@@ -56,7 +56,7 @@ def stream_logs(
                 file_execution_id=file_execution_id,
             )
 
-    def get_valid_log_message(self, log_message: str) -> Optional[dict[str, Any]]:
+    def get_valid_log_message(self, log_message: str) -> dict[str, Any] | None:
         """Get a valid log message from the log message.
 
         Args:
@@ -79,8 +79,8 @@ def process_log_message(
         execution_id: str,
         organization_id: str,
         file_execution_id: str,
-        channel: Optional[str] = None,
-    ) -> Optional[dict[str, Any]]:
+        channel: str | None = None,
+    ) -> dict[str, Any] | None:
         log_dict = self.get_valid_log_message(log_message)
         if not log_dict:
             return None
@@ -107,7 +107,7 @@ def process_log_message(
             LogPublisher.publish(channel, log_dict)
         return None
 
-    def is_valid_log_type(self, log_type: Optional[str]) -> bool:
+    def is_valid_log_type(self, log_type: str | None) -> bool:
         if log_type in {
             LogType.LOG,
             LogType.UPDATE,
@@ -133,7 +133,7 @@ def _get_log_timestamp(self, log_dict: dict[str, Any]) -> float:
         """
         # Use current timestamp if emitted_at is not present
         if "emitted_at" not in log_dict:
-            return datetime.now(timezone.utc).timestamp()
+            return datetime.now(UTC).timestamp()
 
         emitted_at = log_dict["emitted_at"]
         if isinstance(emitted_at, str):
@@ -204,10 +204,7 @@ def _get_sidecar_container_config(
         messaging_channel: str,
         tool_instance_id: str,
     ) -> dict[str, Any]:
-        """
-        Returns the container configuration for the sidecar container.
-        """
-
+        """Returns the container configuration for the sidecar container."""
         sidecar_env = {
             "LOG_PATH": shared_log_file,
             "REDIS_HOST": os.getenv(Env.REDIS_HOST),
@@ -232,7 +229,7 @@ def _get_sidecar_container_config(
         )
         return sidecar_config
 
-    def run_command(self, command: str) -> Optional[Any]:
+    def run_command(self, command: str) -> Any | None:
         """Runs any given command on the container.
 
         Args:
@@ -273,7 +270,6 @@ def _get_container_command(
         self, shared_log_dir: str, shared_log_file: str, settings: dict[str, Any]
     ):
         """Returns the container command to run the tool."""
-
         settings_json = json.dumps(settings).replace("'", "\\'")
         # Prepare the tool execution command
         tool_cmd = (
@@ -309,9 +305,9 @@ def run_container(
         file_execution_id: str,
         settings: dict[str, Any],
         envs: dict[str, Any],
-        messaging_channel: Optional[str] = None,
-        container_name: Optional[str] = None,
-    ) -> Optional[Any]:
+        messaging_channel: str | None = None,
+        container_name: str | None = None,
+    ) -> Any | None:
         """RUN container With RUN Command.
 
         Args:
@@ -324,7 +320,6 @@ def run_container(
         Returns:
             Optional[Any]: _description_
         """
-
         envs[Env.EXECUTION_DATA_DIR] = os.path.join(
             os.getenv(Env.WORKFLOW_EXECUTION_DIR_PREFIX, ""),
             organization_id,
@@ -359,7 +354,7 @@ def run_container(
             tool_instance_id=tool_instance_id,
         )
 
-        sidecar_config: Optional[dict[str, Any]] = None
+        sidecar_config: dict[str, Any] | None = None
         if self.sidecar_enabled:
             sidecar_config = self._get_sidecar_container_config(
                 container_name=container_name,
@@ -390,7 +385,7 @@ def run_container(
                 f"container: {container_name}"
             )
             if sidecar_config:
-                containers: tuple[ContainerInterface, Optional[ContainerInterface]] = (
+                containers: tuple[ContainerInterface, ContainerInterface | None] = (
                     self.client.run_container_with_sidecar(
                         container_config, sidecar_config
                     )
@@ -401,9 +396,7 @@ def run_container(
                     f"Execution ID: {execution_id}, docker "
                     f"container: {container_name} ran with status: {status}"
                 )
-                self.client.wait_for_container_stop(
-                    sidecar, main_container_status=status
-                )
+                self.client.wait_for_container_stop(sidecar, main_container_status=status)
                 self.logger.info(
                     f"Execution ID: {execution_id}, docker "
                     f"container: {container_name} completed execution"
diff --git a/runner/src/unstract/runner/utils.py b/runner/src/unstract/runner/utils.py
index 9a03f5ad1..d97b54edc 100644
--- a/runner/src/unstract/runner/utils.py
+++ b/runner/src/unstract/runner/utils.py
@@ -1,8 +1,8 @@
 import logging
 import os
-from typing import Optional
 
 from dotenv import load_dotenv
+
 from unstract.runner.constants import Env
 from unstract.runner.enum import LogLevel
 
@@ -31,9 +31,8 @@ def str_to_bool(string: str) -> bool:
             raise ValueError("Invalid boolean string")
 
     @staticmethod
-    def str_to_int(value: Optional[str], default: int) -> int:
-        """
-        Safely convert a string to an integer, returning a default if conversion fails.
+    def str_to_int(value: str | None, default: int) -> int:
+        """Safely convert a string to an integer, returning a default if conversion fails.
 
         Args:
             value (Optional[str]): The string to convert.
@@ -97,8 +96,7 @@ def is_sidecar_enabled() -> bool:
 
     @staticmethod
     def get_sidecar_wait_timeout() -> int:
-        """
-        Retrieve the timeout value from environment variables.
+        """Retrieve the timeout value from environment variables.
 
         Returns:
             int: Timeout in seconds, defaulting to 5 if not set or invalid.
diff --git a/runner/uv.lock b/runner/uv.lock
new file mode 100644
index 000000000..5ab625500
--- /dev/null
+++ b/runner/uv.lock
@@ -0,0 +1,904 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "amqp"
+version = "5.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "vine" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/79/fc/ec94a357dfc6683d8c86f8b4cfa5416a4c36b28052ec8260c77aca96a443/amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432", size = 129013 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/26/99/fc813cd978842c26c82534010ea849eee9ab3a13ea2b74e95cb9c99e747b/amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2", size = 50944 },
+]
+
+[[package]]
+name = "backoff"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/d7/5bbeb12c44d7c4f2fb5b56abce497eb5ed9f34d85701de869acedd602619/backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba", size = 17001 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8", size = 15148 },
+]
+
+[[package]]
+name = "blinker"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/28/9b3f50ce0e048515135495f198351908d99540d69bfdc8c1d15b73dc55ce/blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf", size = 22460 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc", size = 8458 },
+]
+
+[[package]]
+name = "certifi"
+version = "2025.1.31"
+source = { registry = "https://pypi.org/simple" }
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-]
-
-[[package]]
-name = "zipp"
-version = "3.21.0"
-requires_python = ">=3.9"
-summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["deploy"]
-files = [
-    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
-    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
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diff --git a/tool-sidecar/pyproject.toml b/tool-sidecar/pyproject.toml
index 0540592d2..fa7e1906b 100644
--- a/tool-sidecar/pyproject.toml
+++ b/tool-sidecar/pyproject.toml
@@ -1,31 +1,33 @@
 [project]
 name = "unstract-tool-sidecar"
-version = "0.0.1"
-description = "Container Side Car for Unstract"
+version = "0.0.2"
+description = "Tool Container Side Car for Unstract"
 authors = [
     {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
 ]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+license = {text = "MIT"}
 dependencies = [
     "redis>=4.5.0",
     "python-dotenv>=1.0.0",
     "python-json-logger>=2.0.0",
-    "unstract-core @ file:///${PROJECT_ROOT}/../unstract/core"
+    "unstract-core"
 ]
-requires-python = ">=3.9,<3.13"
-readme = "README.md"
-license = {text = "MIT"}
 
-[project.optional-dependencies]
+[dependency-groups]
 deploy = [
     # OpenTelemetry for tracing and profiling
     "opentelemetry-distro",
     "opentelemetry-exporter-otlp",
 ]
 
+[tool.uv.sources]
+unstract-core = { path = "../unstract/core", editable = true }
+
 [build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
+[tool.hatch.build.targets.wheel]
+packages = ["src/unstract"]
diff --git a/tool-sidecar/src/unstract/__init__.py b/tool-sidecar/src/unstract/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/tool-sidecar/src/unstract/tool_sidecar/dto.py b/tool-sidecar/src/unstract/tool_sidecar/dto.py
index 0d625bc97..635119ff9 100644
--- a/tool-sidecar/src/unstract/tool_sidecar/dto.py
+++ b/tool-sidecar/src/unstract/tool_sidecar/dto.py
@@ -1,12 +1,12 @@
 from dataclasses import dataclass
-from typing import Any, Optional
+from typing import Any
 
 
 @dataclass
 class LogLineDTO:
     is_terminated: bool = False  # True if the tool log has termination marker
     with_result: bool = False  # True if the tool log contains a result
-    error: Optional[str] = None
+    error: str | None = None
 
     def to_dict(self) -> dict[str, Any]:
         return {
diff --git a/tool-sidecar/src/unstract/tool_sidecar/log_processor.py b/tool-sidecar/src/unstract/tool_sidecar/log_processor.py
index 59e4abbde..df95734d2 100644
--- a/tool-sidecar/src/unstract/tool_sidecar/log_processor.py
+++ b/tool-sidecar/src/unstract/tool_sidecar/log_processor.py
@@ -1,5 +1,4 @@
-"""
-Sidecar container implementation for log processing and result handling.
+"""Sidecar container implementation for log processing and result handling.
 This sidecar runs alongside the tool container in the same pod, monitoring
 the tool's output log file and streaming logs to Redis while watching for
 completion signals.
@@ -9,8 +8,8 @@
 import logging
 import os
 import time
-from datetime import datetime, timezone
-from typing import Any, Optional
+from datetime import UTC, datetime
+from typing import Any
 
 from unstract.core.constants import LogFieldName
 from unstract.core.pubsub_helper import LogPublisher
@@ -26,7 +25,6 @@
 
 
 class LogProcessor:
-
     TERMINATION_MARKER = "TOOL_EXECUTION_COMPLETE"
 
     def __init__(
@@ -42,8 +40,7 @@ def __init__(
         file_execution_id: str,
         messaging_channel: str,
     ):
-        """
-        Initialize the log processor with necessary connections and paths.
+        """Initialize the log processor with necessary connections and paths.
 
         Args:
             log_path: Path to the log file to monitor
@@ -65,8 +62,7 @@ def __init__(
         self.messaging_channel = messaging_channel
 
     def wait_for_log_file(self, timeout: int = 300) -> bool:
-        """
-        Wait for the log file to be created by the tool container.
+        """Wait for the log file to be created by the tool container.
 
         Args:
             timeout: Maximum time to wait in seconds
@@ -82,8 +78,7 @@ def wait_for_log_file(self, timeout: int = 300) -> bool:
         return True
 
     def process_log_line(self, line: str) -> LogLineDTO:
-        """
-        Process a single log line, checking for completion signal.
+        """Process a single log line, checking for completion signal.
 
         Args:
             line: Log line to process
@@ -142,7 +137,7 @@ def get_log_timestamp(self, log_dict: dict[str, Any]) -> float:
         """
         # Use current timestamp if emitted_at is not present
         if "emitted_at" not in log_dict:
-            return datetime.now(timezone.utc).timestamp()
+            return datetime.now(UTC).timestamp()
 
         emitted_at = log_dict["emitted_at"]
         if isinstance(emitted_at, str):
@@ -152,7 +147,7 @@ def get_log_timestamp(self, log_dict: dict[str, Any]) -> float:
             # Already a UNIX timestamp
             return float(emitted_at)
 
-    def get_valid_log_message(self, log_message: str) -> Optional[dict[str, Any]]:
+    def get_valid_log_message(self, log_message: str) -> dict[str, Any] | None:
         """Get a valid log message from the log message.
 
         Args:
@@ -168,7 +163,7 @@ def get_valid_log_message(self, log_message: str) -> Optional[dict[str, Any]]:
         except json.JSONDecodeError:
             return None
 
-    def is_valid_log_type(self, log_type: Optional[str]) -> bool:
+    def is_valid_log_type(self, log_type: str | None) -> bool:
         if log_type in {
             LogType.LOG,
             LogType.UPDATE,
@@ -180,8 +175,7 @@ def is_valid_log_type(self, log_type: Optional[str]) -> bool:
         return False
 
     def monitor_logs(self) -> None:
-        """
-        Main loop to monitor log file for new content and completion signals.
+        """Main loop to monitor log file for new content and completion signals.
         Uses file polling with position tracking to efficiently read new lines.
         """
         logger.info("Starting log monitoring...")
@@ -216,8 +210,7 @@ def monitor_logs(self) -> None:
 
 
 def main():
-    """
-    Main entry point for the sidecar container.
+    """Main entry point for the sidecar container.
     Sets up the log processor with environment variables and starts monitoring.
     """
     # Get configuration from environment
diff --git a/tool-sidecar/uv.lock b/tool-sidecar/uv.lock
new file mode 100644
index 000000000..cab8d512c
--- /dev/null
+++ b/tool-sidecar/uv.lock
@@ -0,0 +1,435 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "amqp"
+version = "5.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "vine" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/79/fc/ec94a357dfc6683d8c86f8b4cfa5416a4c36b28052ec8260c77aca96a443/amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432", size = 129013 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/26/99/fc813cd978842c26c82534010ea849eee9ab3a13ea2b74e95cb9c99e747b/amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2", size = 50944 },
+]
+
+[[package]]
+name = "certifi"
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+sdist = { url = "https://files.pythonhosted.org/packages/3f/50/bad581df71744867e9468ebd0bcd6505de3b275e06f202c2cb016e3ff56f/zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4", size = 24545 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/1a/7e4798e9339adc931158c9d69ecc34f5e6791489d469f5e50ec15e35f458/zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931", size = 9630 },
+]
diff --git a/tools/classifier/Dockerfile b/tools/classifier/Dockerfile
index 5ed2b84b4..450317a7f 100644
--- a/tools/classifier/Dockerfile
+++ b/tools/classifier/Dockerfile
@@ -1,7 +1,7 @@
-FROM python:3.9-slim
+FROM python:3.12.9-slim
 
 LABEL maintainer="Zipstack Inc."
-ENV UNSTRACT_ENTRYPOINT "python /app/src/main.py"
+
 
 # Install dependencies for unstructured library's partition
 RUN apt-get update && apt-get --no-install-recommends -y install libmagic-dev poppler-utils\
diff --git a/tools/classifier/requirements.txt b/tools/classifier/requirements.txt
index f6bb94dd9..6b9ef80b6 100644
--- a/tools/classifier/requirements.txt
+++ b/tools/classifier/requirements.txt
@@ -4,4 +4,4 @@
 # aws alone is needed here
 # because tools use transient temporary storage.
 
-unstract-sdk[aws]~=0.62.1
+unstract-sdk[aws]~=0.70.0
diff --git a/tools/classifier/src/helper.py b/tools/classifier/src/helper.py
index 8e27d6994..d6936a50a 100644
--- a/tools/classifier/src/helper.py
+++ b/tools/classifier/src/helper.py
@@ -1,6 +1,6 @@
 import re
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 from unstract.sdk.cache import ToolCache
 from unstract.sdk.constants import LogLevel, MetadataKey, ToolEnv, UsageKwargs
@@ -34,6 +34,7 @@ def stream_error_and_exit(
         """Streams error logs and performs required cleanup.
 
         Helper which copies files to a reserved bin in case of an error.
+
         Args:
             message (str): Error message to log
             bin_to_copy_to (str): The folder to copy the failed source file to.
@@ -104,8 +105,8 @@ def _copy_file(
             self.stream_error_and_exit(f"Error copying file: {e}")
 
     def extract_text(
-        self, file: str, text_extraction_adapter_id: Optional[str]
-    ) -> Optional[str]:
+        self, file: str, text_extraction_adapter_id: str | None
+    ) -> str | None:
         """Extract text from file.
 
         Args:
@@ -119,7 +120,7 @@ def extract_text(
 
         return self._extract_from_adapter(file, text_extraction_adapter_id)
 
-    def _extract_from_adapter(self, file: str, adapter_id: str) -> Optional[str]:
+    def _extract_from_adapter(self, file: str, adapter_id: str) -> str | None:
         """Extract text from adapter.
 
         Args:
@@ -153,7 +154,7 @@ def _extract_from_adapter(self, file: str, adapter_id: str) -> Optional[str]:
             self.tool.stream_log(f"Adapter error: {e}")
             return None
 
-    def _extract_from_file(self, file: str) -> Optional[str]:
+    def _extract_from_file(self, file: str) -> str | None:
         """Extract text from file.
 
         Args:
@@ -180,8 +181,9 @@ def find_classification(
         bins: list[str],
         prompt: str,
         llm: LLM,
-    ) -> Optional[str]:
+    ) -> str | None:
         """Find classification for text.
+
         Args:
             use_cache (bool): Whether to use cache
             settings_string (str): hash of settings
@@ -278,7 +280,7 @@ def clean_llm_response(self, llm_response: str, bins: list[str]) -> str:
             )
         return classification
 
-    def get_result_from_cache(self, cache_key: str) -> Optional[str]:
+    def get_result_from_cache(self, cache_key: str) -> str | None:
         """Get result from cache.
 
         Args:
@@ -292,7 +294,7 @@ def get_result_from_cache(self, cache_key: str) -> Optional[str]:
             platform_host=self.tool.get_env_or_die(ToolEnv.PLATFORM_HOST),
             platform_port=int(self.tool.get_env_or_die(ToolEnv.PLATFORM_PORT)),
         )
-        cached_response: Optional[str] = cache.get(cache_key)
+        cached_response: str | None = cache.get(cache_key)
         if cached_response is not None:
             classification = cached_response
             self.tool.stream_cost(cost=0.0, cost_units="cache")
diff --git a/tools/classifier/src/main.py b/tools/classifier/src/main.py
index e3176420d..da4f38052 100644
--- a/tools/classifier/src/main.py
+++ b/tools/classifier/src/main.py
@@ -1,8 +1,11 @@
 import sys
-from typing import Any, Optional
+from typing import Any
+
+from helper import (
+    ClassifierHelper,  # type: ignore
+    ReservedBins,
+)
 
-from helper import ClassifierHelper  # type: ignore
-from helper import ReservedBins
 from unstract.sdk.constants import (
     LogLevel,
     LogState,
@@ -21,7 +24,7 @@ def __init__(self, log_level: str = LogLevel.INFO) -> None:
         super().__init__(log_level)
 
     def validate(self, input_file: str, settings: dict[str, Any]) -> None:
-        bins: Optional[list[str]] = settings.get("classificationBins")
+        bins: list[str] | None = settings.get("classificationBins")
         llm_adapter_instance_id = settings.get(ToolSettingsKey.LLM_ADAPTER_ID)
         text_extraction_adapter_id = settings.get("textExtractorId")
         if not bins:
@@ -60,7 +63,7 @@ def run(
         self.stream_update(output_log, state=LogState.OUTPUT_UPDATE)
 
         self.stream_log(f"Reading file... {input_file}")
-        text: Optional[str] = self.helper.extract_text(
+        text: str | None = self.helper.extract_text(
             file=input_file,
             text_extraction_adapter_id=text_extraction_adapter_id,
         )
diff --git a/tools/structure/Dockerfile b/tools/structure/Dockerfile
index 360179da5..36276af02 100644
--- a/tools/structure/Dockerfile
+++ b/tools/structure/Dockerfile
@@ -1,7 +1,7 @@
-FROM python:3.9-slim
+FROM python:3.12.9-slim
 
 LABEL maintainer="Zipstack Inc."
-ENV UNSTRACT_ENTRYPOINT "python /app/src/main.py"
+
 ENV \
     # Keeps Python from generating .pyc files in the container
     PYTHONDONTWRITEBYTECODE=1 \
@@ -18,8 +18,8 @@ ENV \
 # Install dependencies for SDK and prompt service
 RUN apt-get update \
     && apt-get install -y --no-install-recommends \
-        ffmpeg libsm6 libxext6 libmagic-dev poppler-utils \
-        libreoffice freetds-dev freetds-bin \
+    ffmpeg libsm6 libxext6 libmagic-dev poppler-utils \
+    libreoffice freetds-dev freetds-bin \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
diff --git a/tools/structure/requirements.txt b/tools/structure/requirements.txt
index 655ffb777..6df69121a 100644
--- a/tools/structure/requirements.txt
+++ b/tools/structure/requirements.txt
@@ -3,4 +3,4 @@
 # Required for all unstract tools
 # aws alone is needed here
 # because tools use transient temporary storage.
-unstract-sdk[aws]~=0.62.1
+unstract-sdk[aws]~=0.70.0
diff --git a/tools/structure/src/helpers.py b/tools/structure/src/helpers.py
index 8855c477c..7462228cb 100644
--- a/tools/structure/src/helpers.py
+++ b/tools/structure/src/helpers.py
@@ -1,9 +1,10 @@
 import datetime
 import json
-from typing import Any, Optional
+from typing import Any
 
 from constants import IndexingConstants as IKeys
 from constants import SettingsKeys  # type: ignore [attr-defined]
+
 from unstract.sdk.prompt import PromptTool
 from unstract.sdk.tool.base import BaseTool
 
@@ -20,7 +21,6 @@ def dynamic_extraction(
         tool: BaseTool,
         execution_run_data_folder: str,
     ) -> str:
-
         x2text = tool_settings[SettingsKeys.X2TEXT_ADAPTER]
         tool.stream_log(f"Extracting text from {file_path} into {extract_file_path}")
         payload = {
@@ -61,11 +61,10 @@ def dynamic_indexing(
         enable_highlight: bool,
         chunk_size: int,
         chunk_overlap: int,
-        file_hash: Optional[str] = None,
-        tool_id: Optional[str] = None,
-        extracted_text: Optional[str] = None,
+        file_hash: str | None = None,
+        tool_id: str = None,
+        extracted_text: str = None,
     ) -> str:
-
         x2text = tool_settings[SettingsKeys.X2TEXT_ADAPTER]
 
         payload = {
diff --git a/tools/structure/src/main.py b/tools/structure/src/main.py
index cc84e236f..bc2430156 100644
--- a/tools/structure/src/main.py
+++ b/tools/structure/src/main.py
@@ -8,11 +8,12 @@
 
 from constants import SettingsKeys  # type: ignore [attr-defined]
 from helpers import StructureToolHelper as STHelper
+from utils import json_to_markdown
+
 from unstract.sdk.constants import LogLevel, LogState, MetadataKey, ToolEnv, UsageKwargs
 from unstract.sdk.prompt import PromptTool
 from unstract.sdk.tool.base import BaseTool
 from unstract.sdk.tool.entrypoint import ToolEntrypoint
-from utils import json_to_markdown
 
 logger = logging.getLogger(__name__)
 
@@ -37,9 +38,7 @@ def run(
     ) -> None:
         prompt_registry_id: str = settings[SettingsKeys.PROMPT_REGISTRY_ID]
         enable_challenge: bool = settings.get(SettingsKeys.ENABLE_CHALLENGE, False)
-        summarize_as_source: bool = settings.get(
-            SettingsKeys.SUMMARIZE_AS_SOURCE, False
-        )
+        summarize_as_source: bool = settings.get(SettingsKeys.SUMMARIZE_AS_SOURCE, False)
         single_pass_extraction_mode: bool = settings.get(
             SettingsKeys.SINGLE_PASS_EXTRACTION_MODE, False
         )
@@ -68,9 +67,7 @@ def run(
             self.stream_error_and_exit(f"Error loading structure definition: {e}")
 
         # Update GUI
-        input_log = (
-            f"## Loaded '{ps_project_name}'\n{json_to_markdown(tool_metadata)}\n"
-        )
+        input_log = f"## Loaded '{ps_project_name}'\n{json_to_markdown(tool_metadata)}\n"
         output_log = (
             f"## Processing '{self.source_file_name}'\nThis might take a while and "
             "involve...\n- Extracting text\n- Indexing\n- Retrieving answers "
@@ -95,9 +92,7 @@ def run(
         if summarize_as_source:
             file_name = SettingsKeys.SUMMARIZE
         tool_data_dir = Path(self.get_env_or_die(ToolEnv.EXECUTION_DATA_DIR))
-        execution_run_data_folder = Path(
-            self.get_env_or_die(ToolEnv.EXECUTION_DATA_DIR)
-        )
+        execution_run_data_folder = Path(self.get_env_or_die(ToolEnv.EXECUTION_DATA_DIR))
 
         index_metrics = {}
         extracted_input_file = str(execution_run_data_folder / SettingsKeys.EXTRACT)
@@ -232,9 +227,9 @@ def run(
 
         # HACK: Replacing actual file's name instead of INFILE
         if SettingsKeys.METADATA in structured_output_dict:
-            structured_output_dict[SettingsKeys.METADATA][
-                SettingsKeys.FILE_NAME
-            ] = self.source_file_name
+            structured_output_dict[SettingsKeys.METADATA][SettingsKeys.FILE_NAME] = (
+                self.source_file_name
+            )
 
         if not summarize_as_source:
             metadata = structured_output_dict[SettingsKeys.METADATA]
@@ -311,9 +306,7 @@ def _summarize_and_index(
         summarize_file_path = tool_data_dir / SettingsKeys.SUMMARIZE
 
         summarized_context = ""
-        self.stream_log(
-            f"Checking if summarized context exists at {summarize_file_path}"
-        )
+        self.stream_log(f"Checking if summarized context exists at {summarize_file_path}")
         if self.workflow_filestorage.exists(summarize_file_path):
             summarized_context = self.workflow_filestorage.read(
                 path=summarize_file_path, mode="r"
diff --git a/tools/text_extractor/Dockerfile b/tools/text_extractor/Dockerfile
index f53b22141..9363b7ee6 100644
--- a/tools/text_extractor/Dockerfile
+++ b/tools/text_extractor/Dockerfile
@@ -1,7 +1,7 @@
-FROM python:3.9-slim
+FROM python:3.12.9-slim
 
 LABEL maintainer="Zipstack Inc."
-ENV UNSTRACT_ENTRYPOINT "python /app/src/main.py"
+
 
 # Install dependencies for unstructured library's partition
 RUN apt-get update && apt-get --no-install-recommends -y install libmagic-dev poppler-utils\
diff --git a/tools/text_extractor/requirements.txt b/tools/text_extractor/requirements.txt
index f6bb94dd9..6b9ef80b6 100644
--- a/tools/text_extractor/requirements.txt
+++ b/tools/text_extractor/requirements.txt
@@ -4,4 +4,4 @@
 # aws alone is needed here
 # because tools use transient temporary storage.
 
-unstract-sdk[aws]~=0.62.1
+unstract-sdk[aws]~=0.70.0
diff --git a/tools/text_extractor/src/main.py b/tools/text_extractor/src/main.py
index 4315ab4cd..dd8c22134 100644
--- a/tools/text_extractor/src/main.py
+++ b/tools/text_extractor/src/main.py
@@ -10,7 +10,6 @@
 
 
 class TextExtractor(BaseTool):
-
     def validate(self, input_file: str, settings: dict[str, Any]) -> None:
         """Validate the input file and settings.
 
@@ -77,9 +76,7 @@ def run(
         try:
             self.stream_log("Preparing to write the extracted text.")
             if self.source_file_name:
-                output_path = (
-                    Path(output_dir) / f"{Path(self.source_file_name).stem}.txt"
-                )
+                output_path = Path(output_dir) / f"{Path(self.source_file_name).stem}.txt"
                 self.workflow_filestorage.write(
                     path=output_path, mode="w", data=extracted_text
                 )
diff --git a/tox.ini b/tox.ini
index 196cf0602..d3d4e95fa 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,19 +1,31 @@
 [tox]
-env_list = py{39,310,311}, runner
+env_list = py{312}, runner
+requires =
+    tox-uv>=0.2.0
 
-# [testenv]
-# skip_install = true
+isolated_build = True
+
+[testenv]
+install_command = uv pip install {opts} {packages}
+deps = uv
+skip_install = true
 
 [testenv:runner]
 changedir = runner
 setenv =
-    PDM_IGNORE_SAVED_PYTHON="1"
     PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python
-deps = pdm
+deps = uv
 allowlist_externals=
     sh
+    uv
 commands_pre =
-    pdm sync --dev
-    sh -c '[ -f cloud_requirements.txt ] && pip install -r cloud_requirements.txt || echo "cloud_requirements.txt not found"'
+    uv sync
+    # Try to install dependencies from various requirements files
+    sh -c '[ -f cloud_requirements.txt ] && uv pip install -r cloud_requirements.txt || echo "cloud_requirements.txt not found"'
+    # If you have a setup.py or pyproject.toml in the runner directory, install the package in development mode
+    sh -c '[ -f setup.py ] && uv pip install -e . || echo "setup.py not found"'
+    # Install the top-level package if it exists
+    sh -c 'cd ../.. && [ -f setup.py ] && uv pip install -e . || echo "Top-level setup.py not found"'
+    uv sync --group test
 commands =
-    pytest -v --md-report-verbose=1 --md-report --md-report-flavor gfm --md-report-output ../runner-report.md
+    uv run pytest -v --md-report-verbose=1 --md-report --md-report-flavor gfm --md-report-output ../runner-report.md
diff --git a/unstract/connectors/README.md b/unstract/connectors/README.md
index 44f027524..941f09d1e 100644
--- a/unstract/connectors/README.md
+++ b/unstract/connectors/README.md
@@ -36,7 +36,7 @@ The following databases are supported
 
 ### Local Development
 
-To get started with local development, 
+To get started with local development,
 - Create and source a virtual environment if you haven't already following [these steps](/README.md#create-your-virtual-env).
 - If you're using Mac, install the below library needed for PyMSSQL
 ```
@@ -44,7 +44,7 @@ brew install pkg-config freetds
 ```
 - Install the required dependencies with
 ```shell
-pdm install
+uv sync
 ```
 
 ### Environment variables
diff --git a/unstract/connectors/pdm.lock b/unstract/connectors/pdm.lock
deleted file mode 100644
index 0e40534f9..000000000
--- a/unstract/connectors/pdm.lock
+++ /dev/null
@@ -1,2570 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:1be6f9f5830dc13aa9734cbeac86e20c0449551b64be0cb1c5e7cf8a41924012"
-
-[[package]]
-name = "adlfs"
-version = "2024.7.0"
-requires_python = ">=3.8"
-summary = "Access Azure Datalake Gen1 with fsspec and dask"
-groups = ["default"]
-dependencies = [
-    "aiohttp>=3.7.0",
-    "azure-core<2.0.0,>=1.23.1",
-    "azure-datalake-store<0.1,>=0.0.46",
-    "azure-identity",
-    "azure-storage-blob>=12.12.0",
-    "fsspec>=2023.12.0",
-]
-files = [
-    {file = "adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07"},
-    {file = "adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf"},
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.20.0"
-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["default"]
-dependencies = [
-    "aiohttp<4.0.0,>=3.9.2",
-    "aioitertools<1.0.0,>=0.5.1",
-    "botocore<1.36.24,>=1.36.20",
-    "jmespath<2.0.0,>=0.7.1",
-    "multidict<7.0.0,>=6.0.0",
-    "python-dateutil<3.0.0,>=2.1",
-    "urllib3!=2.2.0,<3,>=1.25.4; python_version >= \"3.10\"",
-    "urllib3<1.27,>=1.25.4; python_version < \"3.10\"",
-    "wrapt<2.0.0,>=1.10.10",
-]
-files = [
-    {file = "aiobotocore-2.20.0-py3-none-any.whl", hash = "sha256:02d9d727355a03f83ee1a4fc91f2fd14966862144b4d2cc3434181e82dfafd83"},
-    {file = "aiobotocore-2.20.0.tar.gz", hash = "sha256:8902d8a96e3a389c99a68d23e2ca07c8d5059439c2a55acf28a8af19e65fe293"},
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.20.0"
-extras = ["boto3"]
-requires_python = ">=3.8"
-summary = "Async client for aws services using botocore and aiohttp"
-groups = ["default"]
-dependencies = [
-    "aiobotocore==2.20.0",
-    "boto3<1.36.24,>=1.36.20",
-]
-files = [
-    {file = "aiobotocore-2.20.0-py3-none-any.whl", hash = "sha256:02d9d727355a03f83ee1a4fc91f2fd14966862144b4d2cc3434181e82dfafd83"},
-    {file = "aiobotocore-2.20.0.tar.gz", hash = "sha256:8902d8a96e3a389c99a68d23e2ca07c8d5059439c2a55acf28a8af19e65fe293"},
-]
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.4.6"
-requires_python = ">=3.9"
-summary = "Happy Eyeballs for asyncio"
-groups = ["default"]
-files = [
-    {file = "aiohappyeyeballs-2.4.6-py3-none-any.whl", hash = "sha256:147ec992cf873d74f5062644332c539fcd42956dc69453fe5204195e560517e1"},
-    {file = "aiohappyeyeballs-2.4.6.tar.gz", hash = "sha256:9b05052f9042985d32ecbe4b59a77ae19c006a78f1344d7fdad69d28ded3d0b0"},
-]
-
-[[package]]
-name = "aiohttp"
-version = "3.11.13"
-requires_python = ">=3.9"
-summary = "Async http client/server framework (asyncio)"
-groups = ["default"]
-dependencies = [
-    "aiohappyeyeballs>=2.3.0",
-    "aiosignal>=1.1.2",
-    "async-timeout<6.0,>=4.0; python_version < \"3.11\"",
-    "attrs>=17.3.0",
-    "frozenlist>=1.1.1",
-    "multidict<7.0,>=4.5",
-    "propcache>=0.2.0",
-    "yarl<2.0,>=1.17.0",
-]
-files = [
-    {file = "aiohttp-3.11.13-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a4fe27dbbeec445e6e1291e61d61eb212ee9fed6e47998b27de71d70d3e8777d"},
-    {file = "aiohttp-3.11.13-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9e64ca2dbea28807f8484c13f684a2f761e69ba2640ec49dacd342763cc265ef"},
-    {file = "aiohttp-3.11.13-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9840be675de208d1f68f84d578eaa4d1a36eee70b16ae31ab933520c49ba1325"},
-    {file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:28a772757c9067e2aee8a6b2b425d0efaa628c264d6416d283694c3d86da7689"},
-    {file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b88aca5adbf4625e11118df45acac29616b425833c3be7a05ef63a6a4017bfdb"},
-    {file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ce10ddfbe26ed5856d6902162f71b8fe08545380570a885b4ab56aecfdcb07f4"},
-    {file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa48dac27f41b36735c807d1ab093a8386701bbf00eb6b89a0f69d9fa26b3671"},
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-    {file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
-    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
-]
diff --git a/unstract/connectors/pyproject.toml b/unstract/connectors/pyproject.toml
index e3de3ebd0..99811a513 100644
--- a/unstract/connectors/pyproject.toml
+++ b/unstract/connectors/pyproject.toml
@@ -1,42 +1,12 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
-
 [project]
 name = "unstract-connectors"
 version = "0.0.3"
 description = "All connectors that are part of the Unstract platform"
-dependencies = [
-    "singleton-decorator~=1.0.0",
-    # For GCSHelper
-    "google-auth==2.20.0",
-    "google-cloud-secret-manager==2.16.1",
-    "google-cloud-storage==2.9.0",
-    # Filesystem connectors
-    "s3fs[boto3]==2024.10.0", # For Minio
-    "PyDrive2[fsspec]==1.15.4", # For GDrive
-    "oauth2client==4.1.3", # For GDrive
-    "dropboxdrivefs==1.4.1", # For Dropbox
-    "boxfs==0.2.1", # For Box
-    "gcsfs==2024.10.0", # For GoogleCloudStorage
-    "adlfs~=2024.7.0", # For AzureCloudStorage
-    # Database connectors
-    "psycopg2-binary==2.9.9", # For Postgres, Redshift
-    "snowflake-connector-python[pandas]~=3.6.0", # For Snowflake
-    "google-cloud-bigquery==3.11.4", # For Bigquery
-    "pymssql==2.2.8", # For MSSQL
-    "PyMySQL==1.1.0", # For MySQL
-    "oracledb==2.4.0", # For OracleDB
-    "fsspec[sftp]~=2024.10.0", # For SFTP
-]
 readme = "README.md"
 urls = { Homepage = "https://unstract.com", Source = "https://github.com/Zipstack/unstract/tree/main/unstract/connectors" }
-license = {text = "AGPL v3"}
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
-requires-python = ">=3.9"
+license = { text = "AGPL v3" }
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
 classifiers = [
     "Development Status :: 4 - Beta",
     "Intended Audience :: Developers",
@@ -49,7 +19,33 @@ classifiers = [
     "Topic :: Software Development :: Libraries :: Python Modules",
 ]
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-# source-includes = ["tests"]
+dependencies = [
+    "singleton-decorator~=1.0.0",
+    # For GCSHelper
+    "google-auth==2.20.0",
+    "google-cloud-secret-manager==2.16.1",
+    "google-cloud-storage==2.9.0",
+    # Filesystem connectors
+    "s3fs[boto3]==2024.10.0",   # For Minio
+    "PyDrive2[fsspec]==1.15.4", # For GDrive
+    "oauth2client==4.1.3",      # For GDrive
+    "dropboxdrivefs==1.4.1",    # For Dropbox
+    "boxfs==0.2.1",             # For Box
+    "gcsfs==2024.10.0",         # For GoogleCloudStorage
+    "adlfs~=2024.7.0",          # For AzureCloudStorage
+    # Database connectors
+    "psycopg2-binary==2.9.9",                     # For Postgres, Redshift
+    "snowflake-connector-python[pandas]~=3.14.0", # For Snowflake
+    "google-cloud-bigquery==3.11.4",              # For Bigquery
+    "pymssql==2.3.4",                             # For MSSQL
+    "PyMySQL==1.1.0",                             # For MySQL
+    "oracledb==2.4.0",                            # For OracleDB
+    "fsspec[sftp]~=2024.10.0",                    # For SFTP
+]
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
+
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/connectors/src/unstract/connectors/connectorkit.py b/unstract/connectors/src/unstract/connectors/connectorkit.py
index 69ea233d9..e85ae852d 100644
--- a/unstract/connectors/src/unstract/connectors/connectorkit.py
+++ b/unstract/connectors/src/unstract/connectors/connectorkit.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from singleton_decorator import singleton
 
@@ -23,9 +23,7 @@ def __init__(self) -> None:
     def connectors(self) -> ConnectorDict:
         return self._connectors
 
-    def get_connector_class_by_connector_id(
-        self, connector_id: str
-    ) -> UnstractConnector:
+    def get_connector_class_by_connector_id(self, connector_id: str) -> UnstractConnector:
         if connector_id in self._connectors:
             connector_class: UnstractConnector = self._connectors[connector_id][
                 Common.METADATA
@@ -38,7 +36,7 @@ def get_connector_class_by_connector_id(
     # Once workflow code from core is removed
     def get_connector_class_by_name(
         self, connector_name: str
-    ) -> Optional[UnstractConnector]:
+    ) -> UnstractConnector | None:
         for (
             connector_id,
             connector_registry_metadata,
@@ -75,7 +73,7 @@ def get_connector_by_id(
         return connector_class(*args, **kwargs)
 
     def get_connectors_list(
-        self, mode: Optional[ConnectorMode] = None
+        self, mode: ConnectorMode | None = None
     ) -> list[dict[str, Any]]:
         connectors = []
         for (
diff --git a/unstract/connectors/src/unstract/connectors/databases/bigquery/bigquery.py b/unstract/connectors/src/unstract/connectors/databases/bigquery/bigquery.py
index 2a54a541b..9bd17fec6 100644
--- a/unstract/connectors/src/unstract/connectors/databases/bigquery/bigquery.py
+++ b/unstract/connectors/src/unstract/connectors/databases/bigquery/bigquery.py
@@ -97,6 +97,7 @@ def get_create_table_base_query(self, table: str) -> str:
         Args:
             table (str): db-connector table name
             Format  {database}.{schema}.{table}
+
         Returns:
             str: generates a create sql base query with the constant columns
         """
@@ -146,19 +147,15 @@ def execute_query(
         """
         table_name = kwargs.get("table_name", None)
         if table_name is None:
-            raise ValueError(
-                "Please enter a valid table_name to to create/insert table"
-            )
+            raise ValueError("Please enter a valid table_name to to create/insert table")
         sql_keys = list(kwargs.get("sql_keys", []))
         try:
             if sql_values:
                 query_parameters = [
                     bigquery.ScalarQueryParameter(key, "STRING", value)
-                    for key, value in zip(sql_keys, sql_values)
+                    for key, value in zip(sql_keys, sql_values, strict=False)
                 ]
-                query_params = bigquery.QueryJobConfig(
-                    query_parameters=query_parameters
-                )
+                query_params = bigquery.QueryJobConfig(query_parameters=query_parameters)
                 query_job = engine.query(sql_query, job_config=query_params)
             else:
                 query_job = engine.query(sql_query)
@@ -190,6 +187,7 @@ def get_information_schema(self, table_name: str) -> dict[str, str]:
         Args:
             table_name (str): db-connector table name
                               Format  {database}.{schema}.{table}
+
         Returns:
             dict[str, str]: a dictionary contains db column name and
             db column types of corresponding table
diff --git a/unstract/connectors/src/unstract/connectors/databases/exceptions.py b/unstract/connectors/src/unstract/connectors/databases/exceptions.py
index b63f09eb4..4e9c8551d 100644
--- a/unstract/connectors/src/unstract/connectors/databases/exceptions.py
+++ b/unstract/connectors/src/unstract/connectors/databases/exceptions.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 from unstract.connectors.exceptions import ConnectorBaseException
 
@@ -19,7 +19,6 @@ def __init__(
 
 
 class InvalidSyntaxException(UnstractDBConnectorException):
-
     def __init__(self, detail: Any, database: Any) -> None:
         default_detail = (
             f"Error creating/writing to {database}. Syntax incorrect. "
@@ -53,20 +52,15 @@ def __init__(self, detail: Any, database: str) -> None:
 
 
 class FeatureNotSupportedException(UnstractDBConnectorException):
-
     def __init__(self, detail: Any, database: str) -> None:
         default_detail = (
-            f"Error creating/writing to {database}. "
-            f"Feature not supported sql error. "
+            f"Error creating/writing to {database}. Feature not supported sql error. "
         )
         super().__init__(detail=default_detail)
 
 
 class SnowflakeProgrammingException(UnstractDBConnectorException):
-
-    def __init__(
-        self, detail: Any, database: str, table_name: str, schema: str
-    ) -> None:
+    def __init__(self, detail: Any, database: str, table_name: str, schema: str) -> None:
         default_detail = (
             f"Error creating/writing to `{database}.{schema}.{table_name}' \n"
             f"Please make sure all the columns exist in your table as per destination "
@@ -76,7 +70,6 @@ def __init__(
 
 
 class BigQueryForbiddenException(UnstractDBConnectorException):
-
     def __init__(self, detail: Any, table_name: str) -> None:
         default_detail = (
             f"Error creating/writing to {table_name}. "
@@ -86,7 +79,6 @@ def __init__(self, detail: Any, table_name: str) -> None:
 
 
 class BigQueryNotFoundException(UnstractDBConnectorException):
-
     def __init__(self, detail: str, table_name: str) -> None:
         default_detail = (
             f"Error creating/writing to {table_name}. "
@@ -96,13 +88,12 @@ def __init__(self, detail: str, table_name: str) -> None:
 
 
 class ColumnMissingException(UnstractDBConnectorException):
-
     def __init__(
         self,
         detail: Any,
         database: Any,
         table_name: str,
-        schema: Optional[str] = None,
+        schema: str | None = None,
     ) -> None:
         schema_part = f".{schema}" if schema else ""
         default_detail = (
diff --git a/unstract/connectors/src/unstract/connectors/databases/oracle-db/oracle_db.py b/unstract/connectors/src/unstract/connectors/databases/oracle-db/oracle_db.py
index ae3369e94..284583613 100644
--- a/unstract/connectors/src/unstract/connectors/databases/oracle-db/oracle_db.py
+++ b/unstract/connectors/src/unstract/connectors/databases/oracle-db/oracle_db.py
@@ -138,7 +138,7 @@ def execute_query(
         sql_keys = list(kwargs.get("sql_keys", []))
         with engine.cursor() as cursor:
             if sql_values:
-                params = dict(zip(sql_keys, sql_values))
+                params = dict(zip(sql_keys, sql_values, strict=False))
                 cursor.execute(sql_query, params)
             else:
                 cursor.execute(sql_query)
diff --git a/unstract/connectors/src/unstract/connectors/databases/postgresql/postgresql.py b/unstract/connectors/src/unstract/connectors/databases/postgresql/postgresql.py
index 9f94842d2..9a16dade7 100644
--- a/unstract/connectors/src/unstract/connectors/databases/postgresql/postgresql.py
+++ b/unstract/connectors/src/unstract/connectors/databases/postgresql/postgresql.py
@@ -67,8 +67,7 @@ def can_read() -> bool:
         return True
 
     def get_engine(self) -> connection:
-        """
-        Returns a connection to the PostgreSQL database.
+        """Returns a connection to the PostgreSQL database.
 
         Returns:
             connection: A connection to the PostgreSQL database.
diff --git a/unstract/connectors/src/unstract/connectors/databases/psycopg_handler.py b/unstract/connectors/src/unstract/connectors/databases/psycopg_handler.py
index 08bae5564..8f9483486 100644
--- a/unstract/connectors/src/unstract/connectors/databases/psycopg_handler.py
+++ b/unstract/connectors/src/unstract/connectors/databases/psycopg_handler.py
@@ -43,12 +43,8 @@ def execute_query(
             logger.error(f"Invalid syntax in creating/inserting data: {e.pgerror}")
             raise InvalidSyntaxException(detail=e.pgerror, database=database) from e
         except PsycopgError.FeatureNotSupported as e:
-            logger.error(
-                f"feature not supported in creating/inserting data: {e.pgerror}"
-            )
-            raise FeatureNotSupportedException(
-                detail=e.pgerror, database=database
-            ) from e
+            logger.error(f"feature not supported in creating/inserting data: {e.pgerror}")
+            raise FeatureNotSupportedException(detail=e.pgerror, database=database) from e
         except (
             PsycopgError.StringDataRightTruncation,
             PsycopgError.InternalError_,
diff --git a/unstract/connectors/src/unstract/connectors/databases/unstract_db.py b/unstract/connectors/src/unstract/connectors/databases/unstract_db.py
index 1eed449fc..99f3523e7 100644
--- a/unstract/connectors/src/unstract/connectors/databases/unstract_db.py
+++ b/unstract/connectors/src/unstract/connectors/databases/unstract_db.py
@@ -80,8 +80,7 @@ def execute(self, query: str) -> Any:
             raise ConnectorError(str(e)) from e
 
     def sql_to_db_mapping(self, value: str) -> str:
-        """
-        Gets the python datatype of value and converts python datatype
+        """Gets the python datatype of value and converts python datatype
         to corresponding DB datatype
         Args:
             value (str): python datatype
diff --git a/unstract/connectors/src/unstract/connectors/exceptions.py b/unstract/connectors/src/unstract/connectors/exceptions.py
index 827da3b8e..d3433a0cc 100644
--- a/unstract/connectors/src/unstract/connectors/exceptions.py
+++ b/unstract/connectors/src/unstract/connectors/exceptions.py
@@ -1,17 +1,17 @@
-from typing import Any, Optional
+from typing import Any
 
 
 class ConnectorBaseException(Exception):
     """Base class for exceptions from Unstract connectors."""
 
     def __init__(
-        self, *args: Any, user_message: Optional[str] = None, **kwargs: Any
+        self, *args: Any, user_message: str | None = None, **kwargs: Any
     ) -> None:
         super().__init__(*args, **kwargs)
         self._user_message = user_message
 
     @property
-    def user_message(self) -> Optional[str]:
+    def user_message(self) -> str | None:
         return self._user_message
 
 
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/azure_cloud_storage/azure_cloud_storage.py b/unstract/connectors/src/unstract/connectors/filesystems/azure_cloud_storage/azure_cloud_storage.py
index 4419b9324..973162e9f 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/azure_cloud_storage/azure_cloud_storage.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/azure_cloud_storage/azure_cloud_storage.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 import azure.core.exceptions as AzureException
 from adlfs import AzureBlobFileSystem
@@ -67,9 +67,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> AzureBlobFileSystem:
         return self.azure_fs
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/box/box.py b/unstract/connectors/src/unstract/connectors/filesystems/box/box.py
index 133641280..910a5acb1 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/box/box.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/box/box.py
@@ -2,7 +2,7 @@
 import logging
 import os
 from json import JSONDecodeError
-from typing import Any, Optional
+from typing import Any
 
 from boxfs import BoxFileSystem
 from boxsdk import JWTAuth
@@ -110,9 +110,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> BoxFileSystem:
         return self.box_fs
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/google_cloud_storage/google_cloud_storage.py b/unstract/connectors/src/unstract/connectors/filesystems/google_cloud_storage/google_cloud_storage.py
index 07569898c..1ed850fda 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/google_cloud_storage/google_cloud_storage.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/google_cloud_storage/google_cloud_storage.py
@@ -2,7 +2,7 @@
 import json
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from gcsfs import GCSFileSystem
 
@@ -62,9 +62,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> GCSFileSystem:
         return self.gcs_fs
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec or cloud API.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/google_drive/google_drive.py b/unstract/connectors/src/unstract/connectors/filesystems/google_drive/google_drive.py
index 649dfb8c6..3955cabbd 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/google_drive/google_drive.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/google_drive/google_drive.py
@@ -2,7 +2,7 @@
 import logging
 import os
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 import google.api_core.exceptions as GoogleApiException
 from oauth2client.client import OAuth2Credentials
@@ -98,9 +98,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> GDriveFileSystem:
         return self.drive
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/http/http.py b/unstract/connectors/src/unstract/connectors/filesystems/http/http.py
index b5e859209..2908eb147 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/http/http.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/http/http.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 import aiohttp
 from fsspec.implementations.http import HTTPFileSystem
@@ -69,9 +69,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> HTTPFileSystem:
         return self.http_fs
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/local_storage/local_storage.py b/unstract/connectors/src/unstract/connectors/filesystems/local_storage/local_storage.py
index ce15a2c44..a63d6970a 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/local_storage/local_storage.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/local_storage/local_storage.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from fsspec.implementations.local import LocalFileSystem
 
@@ -11,7 +11,7 @@
 
 
 class LocalStorageFS(UnstractFileSystem):
-    def __init__(self, settings: Optional[dict] = None):  # type:ignore
+    def __init__(self, settings: dict | None = None):  # type:ignore
         super().__init__("LocalStorage")
         self.path = settings["path"]  # type:ignore
         self.local = LocalFileSystem()
@@ -59,9 +59,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> Any:
         return self.local
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/minio/minio.py b/unstract/connectors/src/unstract/connectors/filesystems/minio/minio.py
index 2c51ee589..43d66a411 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/minio/minio.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/minio/minio.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from s3fs.core import S3FileSystem
 
@@ -70,9 +70,8 @@ def can_write() -> bool:
     def can_read() -> bool:
         return True
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/sftp/sftp.py b/unstract/connectors/src/unstract/connectors/filesystems/sftp/sftp.py
index c8b9d290d..3989eeb95 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/sftp/sftp.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/sftp/sftp.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from fsspec.implementations.sftp import SFTPFileSystem
 
@@ -65,9 +65,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> SFTPFileSystem:
         return self.sftp_fs
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/unstract_file_system.py b/unstract/connectors/src/unstract/connectors/filesystems/unstract_file_system.py
index fcaf3409c..02ac90d0d 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/unstract_file_system.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/unstract_file_system.py
@@ -3,7 +3,7 @@
 import os
 from abc import ABC, abstractmethod
 from datetime import date, datetime
-from typing import Any, Optional
+from typing import Any
 
 from fsspec import AbstractFileSystem
 
@@ -78,9 +78,8 @@ def test_credentials(self) -> bool:
         pass
 
     @abstractmethod
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         This method must be implemented in subclasses.
 
@@ -97,7 +96,7 @@ def get_connector_root_dir(input_dir: str, **kwargs: Any) -> str:
         """Override to get root dir of a connector."""
         return f"{input_dir.strip('/')}/"
 
-    def get_file_size(self, file_path: str) -> Optional[int]:
+    def get_file_size(self, file_path: str) -> int | None:
         """Get the size of a file."""
         fs_fsspec = self.get_fsspec_fs()
         metadata = fs_fsspec.stat(file_path)
@@ -106,8 +105,7 @@ def get_file_size(self, file_path: str) -> Optional[int]:
         return metadata.get("size")
 
     def _serialize_metadata_value(self, value: Any, depth: int = 0) -> Any:
-        """
-        Recursively serialize metadata values to ensure JSON compatibility.
+        """Recursively serialize metadata values to ensure JSON compatibility.
 
         Args:
             value: Any value that needs to be serialized
@@ -130,8 +128,7 @@ def _serialize_metadata_value(self, value: Any, depth: int = 0) -> Any:
             return base64.b64encode(value).decode("utf-8")
         elif isinstance(value, dict):
             return {
-                k: self._serialize_metadata_value(v, depth + 1)
-                for k, v in value.items()
+                k: self._serialize_metadata_value(v, depth + 1) for k, v in value.items()
             }
         elif isinstance(value, (list, tuple)):
             return [self._serialize_metadata_value(v, depth + 1) for v in value]
@@ -146,8 +143,7 @@ def _serialize_metadata_value(self, value: Any, depth: int = 0) -> Any:
             return str(value)
 
     def get_file_metadata(self, file_path: str) -> dict[str, Any]:
-        """
-        Get the metadata of a file.
+        """Get the metadata of a file.
 
         Args:
             file_path (str): Path of the file.
@@ -170,14 +166,11 @@ def get_file_metadata(self, file_path: str) -> dict[str, Any]:
 
             return serialized_metadata
         except Exception as e:
-            logger.error(
-                f"Error getting file system metadata for {file_path}: {str(e)}"
-            )
+            logger.error(f"Error getting file system metadata for {file_path}: {str(e)}")
             return {}
 
-    def get_file_system_uuid(self, file_path: str) -> Optional[str]:
-        """
-        Get the UUID of a file.
+    def get_file_system_uuid(self, file_path: str) -> str | None:
+        """Get the UUID of a file.
 
         Args:
             file_path (str): Path of the file.
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/exceptions.py b/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/exceptions.py
index a98ae12cc..d5752d807 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/exceptions.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/exceptions.py
@@ -1,9 +1,8 @@
 import logging
 
 from dropbox.auth import AuthError
-from dropbox.exceptions import ApiError
+from dropbox.exceptions import ApiError, DropboxException
 from dropbox.exceptions import AuthError as ExcAuthError
-from dropbox.exceptions import DropboxException
 
 from unstract.connectors.exceptions import ConnectorError
 
diff --git a/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/zs_dropbox.py b/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/zs_dropbox.py
index 8930855e5..576fd3f54 100644
--- a/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/zs_dropbox.py
+++ b/unstract/connectors/src/unstract/connectors/filesystems/zs_dropbox/zs_dropbox.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from dropbox.exceptions import ApiError as DropBoxApiError
 from dropbox.exceptions import DropboxException
@@ -63,9 +63,8 @@ def can_read() -> bool:
     def get_fsspec_fs(self) -> DropboxDriveFileSystem:
         return self.dropbox_fs
 
-    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> Optional[str]:
-        """
-        Extracts a unique file hash from metadata.
+    def extract_metadata_file_hash(self, metadata: dict[str, Any]) -> str | None:
+        """Extracts a unique file hash from metadata.
 
         Args:
             metadata (dict): Metadata dictionary obtained from fsspec or cloud API.
diff --git a/unstract/connectors/uv.lock b/unstract/connectors/uv.lock
new file mode 100644
index 000000000..26011a5bc
--- /dev/null
+++ b/unstract/connectors/uv.lock
@@ -0,0 +1,1502 @@
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-]
-
-[[package]]
-name = "redis"
-version = "5.2.1"
-requires_python = ">=3.8"
-summary = "Python client for Redis database and key-value store"
-groups = ["default"]
-dependencies = [
-    "async-timeout>=4.0.3; python_full_version < \"3.11.3\"",
-]
-files = [
-    {file = "redis-5.2.1-py3-none-any.whl", hash = "sha256:ee7e1056b9aea0f04c6c2ed59452947f34c4940ee025f5dd83e6a6418b6989e4"},
-    {file = "redis-5.2.1.tar.gz", hash = "sha256:16f2e22dff21d5125e8481515e386711a34cbec50f0e44413dd7d9c060a54e0f"},
-]
-
-[[package]]
-name = "requests"
-version = "2.31.0"
-requires_python = ">=3.7"
-summary = "Python HTTP for Humans."
-groups = ["default"]
-dependencies = [
-    "certifi>=2017.4.17",
-    "charset-normalizer<4,>=2",
-    "idna<4,>=2.5",
-    "urllib3<3,>=1.21.1",
-]
-files = [
-    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
-    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
-]
-
-[[package]]
-name = "typing-extensions"
-version = "4.12.2"
-requires_python = ">=3.8"
-summary = "Backported and Experimental Type Hints for Python 3.8+"
-groups = ["default"]
-marker = "python_version < \"3.10\""
-files = [
-    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
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-]
-
-[[package]]
-name = "urllib3"
-version = "2.3.0"
-requires_python = ">=3.9"
-summary = "HTTP library with thread-safe connection pooling, file post, and more."
-groups = ["default"]
-files = [
-    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
-    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
-]
-
-[[package]]
-name = "vine"
-version = "5.1.0"
-requires_python = ">=3.6"
-summary = "Python promises."
-groups = ["default"]
-files = [
-    {file = "vine-5.1.0-py3-none-any.whl", hash = "sha256:40fdf3c48b2cfe1c38a49e9ae2da6fda88e4794c810050a728bd7413811fb1dc"},
-    {file = "vine-5.1.0.tar.gz", hash = "sha256:8b62e981d35c41049211cf62a0a1242d8c1ee9bd15bb196ce38aefd6799e61e0"},
-]
-
-[[package]]
-name = "werkzeug"
-version = "3.1.3"
-requires_python = ">=3.9"
-summary = "The comprehensive WSGI web application library."
-groups = ["flask"]
-dependencies = [
-    "MarkupSafe>=2.1.1",
-]
-files = [
-    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
-    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
-]
-
-[[package]]
-name = "zipp"
-version = "3.21.0"
-requires_python = ">=3.9"
-summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["flask"]
-marker = "python_version < \"3.10\""
-files = [
-    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
-    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
-]
diff --git a/unstract/core/pyproject.toml b/unstract/core/pyproject.toml
index 22a6a354a..1fdc07b84 100644
--- a/unstract/core/pyproject.toml
+++ b/unstract/core/pyproject.toml
@@ -1,7 +1,3 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-core"
 version = "0.0.1"
@@ -9,24 +5,27 @@ description = "Core library that helps with executing workflows."
 authors = [
     {name = "Zipstack Inc.", email = "devsupport@zipstack.com"}
 ]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+classifiers = [
+  "Programming Language :: Python"
+]
+license = { text = "AGPL v3" }
+
 dependencies = [
     "redis~=5.2.1",
     "requests==2.31.0",
     "kombu==5.3.7",
 ]
-# <3.11.1 due to resolution error from Unstract SDK
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-classifiers = [
-  "Programming Language :: Python"
-]
-# license = {text = "MIT"}
 
 [project.optional-dependencies]
 flask = [
     "flask~=3.1.0",
 ]
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-# source-includes = ["tests"]
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
+
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/core/src/unstract/core/flask/exceptions.py b/unstract/core/src/unstract/core/flask/exceptions.py
index 9e8c0e194..fd1a8bd74 100644
--- a/unstract/core/src/unstract/core/flask/exceptions.py
+++ b/unstract/core/src/unstract/core/flask/exceptions.py
@@ -2,7 +2,7 @@
 
 import traceback
 from dataclasses import asdict, dataclass
-from typing import Any, Optional
+from typing import Any
 
 from flask import Flask, jsonify, request
 from werkzeug.exceptions import HTTPException
@@ -17,7 +17,7 @@ class ErrorResponse:
     error: str = DEFAULT_ERR_MESSAGE
     name: str = "ServiceError"
     code: int = 500
-    payload: Optional[Any] = None
+    payload: Any | None = None
 
 
 class APIError(HTTPException):
@@ -28,8 +28,8 @@ class APIError(HTTPException):
 
     def __init__(
         self,
-        message: Optional[str] = None,
-        code: Optional[int] = None,
+        message: str | None = None,
+        code: int | None = None,
         payload: Any = None,
     ):
         if message:
@@ -65,20 +65,9 @@ def log_exceptions(e: HTTPException, logger):
         code = e.code or code
 
     if code >= 500:
-        message = "{method} {url} {status}\n\n{error}\n\n````{tb}````".format(
-            method=request.method,
-            url=request.url,
-            status=code,
-            error=str(e),
-            tb=traceback.format_exc(),
-        )
+        message = f"{request.method} {request.url} {code}\n\n{str(e)}\n\n````{traceback.format_exc()}````"
     else:
-        message = "{method} {url} {status} {error}".format(
-            method=request.method,
-            url=request.url,
-            status=code,
-            error=str(e),
-        )
+        message = f"{request.method} {request.url} {code} {str(e)}"
     logger.error(message)
 
 
diff --git a/unstract/core/src/unstract/core/pubsub_helper.py b/unstract/core/src/unstract/core/pubsub_helper.py
index 7e6ca02bd..c5fe817d9 100644
--- a/unstract/core/src/unstract/core/pubsub_helper.py
+++ b/unstract/core/src/unstract/core/pubsub_helper.py
@@ -3,8 +3,8 @@
 import os
 import time
 import traceback
-from datetime import datetime, timezone
-from typing import Any, Optional
+from datetime import UTC, datetime
+from typing import Any
 
 import redis
 from kombu import Connection
@@ -24,12 +24,12 @@ class LogPublisher:
     @staticmethod
     def log_usage(
         level: str = "INFO",
-        added_token_count: Optional[int] = None,
-        max_token_count_set: Optional[int] = None,
+        added_token_count: int | None = None,
+        max_token_count_set: int | None = None,
         enabled: bool = False,
     ) -> dict[str, Any]:
         return {
-            "timestamp": datetime.now(timezone.utc).timestamp(),
+            "timestamp": datetime.now(UTC).timestamp(),
             "type": "LOG",
             "service": "usage",
             "level": level,
@@ -43,18 +43,18 @@ def log_workflow(
         stage: str,
         message: str,
         level: str = "INFO",
-        cost_type: Optional[str] = None,
-        cost_units: Optional[str] = None,
-        cost_value: Optional[float] = None,
-        step: Optional[int] = None,
-        iteration: Optional[int] = None,
-        iteration_total: Optional[int] = None,
-        execution_id: Optional[str] = None,
-        file_execution_id: Optional[str] = None,
-        organization_id: Optional[str] = None,
+        cost_type: str | None = None,
+        cost_units: str | None = None,
+        cost_value: float | None = None,
+        step: int | None = None,
+        iteration: int | None = None,
+        iteration_total: int | None = None,
+        execution_id: str | None = None,
+        file_execution_id: str | None = None,
+        organization_id: str | None = None,
     ) -> dict[str, Any]:
         return {
-            "timestamp": datetime.now(timezone.utc).timestamp(),
+            "timestamp": datetime.now(UTC).timestamp(),
             "type": "LOG",
             "level": level,
             "stage": stage,
@@ -74,10 +74,10 @@ def log_workflow(
     def log_workflow_update(
         state: str,
         message: str,
-        component: Optional[str],
+        component: str | None,
     ) -> dict[str, Any]:
         return {
-            "timestamp": datetime.now(timezone.utc).timestamp(),
+            "timestamp": datetime.now(UTC).timestamp(),
             "type": "UPDATE",
             "component": component,
             "state": state,
@@ -92,7 +92,7 @@ def log_prompt(
         message: str,
     ) -> dict[str, str]:
         return {
-            "timestamp": datetime.now(timezone.utc).timestamp(),
+            "timestamp": datetime.now(UTC).timestamp(),
             "type": "LOG",
             "service": "prompt",
             "component": component,
@@ -105,7 +105,6 @@ def log_prompt(
     def _get_task_message(
         cls, user_session_id: str, event: str, message: Any
     ) -> dict[str, Any]:
-
         task_kwargs = {
             LogEventArgument.EVENT: event,
             LogEventArgument.MESSAGE: message,
@@ -160,9 +159,7 @@ def publish(cls, channel_id: str, payload: dict[str, Any]) -> bool:
         return True
 
     @classmethod
-    def store_for_unified_notification(
-        cls, event: str, payload: dict[str, Any]
-    ) -> None:
+    def store_for_unified_notification(cls, event: str, payload: dict[str, Any]) -> None:
         """Helps persist messages for unified notification.
 
         Message is stored in redis with a configurable TTL.
diff --git a/unstract/core/src/unstract/core/utilities.py b/unstract/core/src/unstract/core/utilities.py
index 97b96a843..1275206af 100644
--- a/unstract/core/src/unstract/core/utilities.py
+++ b/unstract/core/src/unstract/core/utilities.py
@@ -1,14 +1,13 @@
 import logging
 import os
 import uuid
-from typing import Optional
 
 logger = logging.getLogger()
 
 
 class UnstractUtils:
     @staticmethod
-    def get_env(env_key: str, default: Optional[str] = None, raise_err=False) -> str:
+    def get_env(env_key: str, default: str | None = None, raise_err=False) -> str:
         """Returns the value of an env variable.
 
         If its empty or None, raises an error
@@ -33,7 +32,7 @@ def build_tool_container_name(
         tool_image: str,
         tool_version: str,
         file_execution_id: str,
-        retry_count: Optional[int] = None,
+        retry_count: int | None = None,
     ) -> str:
         tool_name = tool_image.split("/")[-1]
         # To avoid duplicate name collision
@@ -42,9 +41,7 @@ def build_tool_container_name(
         else:
             unique_suffix = uuid.uuid4().hex[:6]
 
-        container_name = (
-            f"{tool_name}-{tool_version}-{unique_suffix}-{file_execution_id}"
-        )
+        container_name = f"{tool_name}-{tool_version}-{unique_suffix}-{file_execution_id}"
 
         # To support limits of container clients like K8s
         if len(container_name) > 63:
diff --git a/unstract/core/uv.lock b/unstract/core/uv.lock
new file mode 100644
index 000000000..f8e4e528e
--- /dev/null
+++ b/unstract/core/uv.lock
@@ -0,0 +1,231 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "amqp"
+version = "5.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "vine" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/79/fc/ec94a357dfc6683d8c86f8b4cfa5416a4c36b28052ec8260c77aca96a443/amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432", size = 129013 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/26/99/fc813cd978842c26c82534010ea849eee9ab3a13ea2b74e95cb9c99e747b/amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2", size = 50944 },
+]
+
+[[package]]
+name = "blinker"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/28/9b3f50ce0e048515135495f198351908d99540d69bfdc8c1d15b73dc55ce/blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf", size = 22460 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc", size = 8458 },
+]
+
+[[package]]
+name = "certifi"
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diff --git a/unstract/filesystem/pyproject.toml b/unstract/filesystem/pyproject.toml
index 4a93d4530..27edf53f9 100644
--- a/unstract/filesystem/pyproject.toml
+++ b/unstract/filesystem/pyproject.toml
@@ -1,25 +1,19 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-filesystem"
 version = "0.0.1"
 description = "Unstract filesystem package"
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
-dependencies = [
-    "unstract-sdk~=0.62.1",
-]
-requires-python = ">=3.9,<3.11.1"
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
 readme = "README.md"
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
+dependencies = ["unstract-sdk~=0.70.0"]
+
+# [tool.uv.sources]
+# unstract-sdk = { git = "https://github.com/Zipstack/unstract-sdk", branch = "python-upgrade" }
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
 
-[tool.pdm.resolution.overrides]
-grpcio = "1.62.3"
-grpcio-tools = "1.62.3"
-grpcio-health-checking = "1.62.3"
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/filesystem/src/unstract/filesystem/__init__.py b/unstract/filesystem/src/unstract/filesystem/__init__.py
index d3932136b..f5e43aad2 100644
--- a/unstract/filesystem/src/unstract/filesystem/__init__.py
+++ b/unstract/filesystem/src/unstract/filesystem/__init__.py
@@ -1,6 +1,4 @@
-"""
-This module exposes the main classes for file storage handling.
-"""
+"""This module exposes the main classes for file storage handling."""
 
 from unstract.sdk.file_storage import SharedTemporaryFileStorage
 
diff --git a/unstract/filesystem/src/unstract/filesystem/exceptions.py b/unstract/filesystem/src/unstract/filesystem/exceptions.py
index d51241478..361ac91c1 100644
--- a/unstract/filesystem/src/unstract/filesystem/exceptions.py
+++ b/unstract/filesystem/src/unstract/filesystem/exceptions.py
@@ -1,7 +1,5 @@
 class FilesystemError(Exception):
-    """
-    Base exception class for filesystem-related errors.
-    """
+    """Base exception class for filesystem-related errors."""
 
     default_message = "An error occurred in the filesystem operation."
 
diff --git a/unstract/filesystem/src/unstract/filesystem/file_storage_config.py b/unstract/filesystem/src/unstract/filesystem/file_storage_config.py
index 4a257c8ee..85d45ad5a 100644
--- a/unstract/filesystem/src/unstract/filesystem/file_storage_config.py
+++ b/unstract/filesystem/src/unstract/filesystem/file_storage_config.py
@@ -16,9 +16,7 @@ def get_provider(var_name: str, default: str = "minio") -> FileStorageProvider:
         # Attempt to map the provider name to an enum value, case-insensitively
         return FileStorageProvider[provider_name]
     except KeyError:
-        allowed_providers = ", ".join(
-            [provider.name for provider in FileStorageProvider]
-        )
+        allowed_providers = ", ".join([provider.name for provider in FileStorageProvider])
         logger.error(
             f"Invalid provider '{provider_name}'. Allowed providers: "
             f"{allowed_providers}"
diff --git a/unstract/filesystem/src/unstract/filesystem/filesystem.py b/unstract/filesystem/src/unstract/filesystem/filesystem.py
index 2e34afae9..2227b6a78 100644
--- a/unstract/filesystem/src/unstract/filesystem/filesystem.py
+++ b/unstract/filesystem/src/unstract/filesystem/filesystem.py
@@ -1,8 +1,7 @@
 import logging
 
-from unstract.sdk.file_storage import EnvHelper, FileStorage
-
 from unstract.filesystem.file_storage_types import FileStorageType
+from unstract.sdk.file_storage import EnvHelper, FileStorage
 
 from .file_storage_config import (
     FILE_STORAGE_CREDENTIALS_TO_ENV_NAME_MAPPING,
diff --git a/unstract/filesystem/uv.lock b/unstract/filesystem/uv.lock
new file mode 100644
index 000000000..5a7394b13
--- /dev/null
+++ b/unstract/filesystem/uv.lock
@@ -0,0 +1,2720 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "aioboto3"
+version = "13.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiobotocore", extra = ["boto3"] },
+    { name = "aiofiles" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3f/5a/110bb213df3ec5f977995b45acfdec6c2a7b829bc33960484a9c51433f65/aioboto3-13.4.0.tar.gz", hash = "sha256:3105f9e5618c686c90050e60eb5ebf9e28f7f8c4e0fa162d4481aaa402008aab", size = 32002 }
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+]
+
+[[package]]
+name = "aiobotocore"
+version = "2.18.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "multidict" },
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+boto3 = [
+    { name = "boto3" },
+]
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+[[package]]
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+version = "24.1.0"
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-name = "setuptools"
-version = "70.1.1"
-requires_python = ">=3.8"
-summary = "Easily download, build, install, upgrade, and uninstall Python packages"
-groups = ["default"]
-files = [
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diff --git a/unstract/flags/pyproject.toml b/unstract/flags/pyproject.toml
index 7965eadda..4c18960ef 100644
--- a/unstract/flags/pyproject.toml
+++ b/unstract/flags/pyproject.toml
@@ -1,24 +1,16 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-flags"
 version = "0.0.1"
 description = "Unstract's feature flags package."
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
-
-dependencies = [
-    "grpcio-tools<=1.60.0",
-    "grpcio<=1.60.0",
-]
-requires-python = ">=3.9"
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
 readme = "README.md"
 #license = {text = "MIT"}
+dependencies = ["grpcio-tools<=1.60.0", "grpcio<=1.60.0"]
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-# source-includes = ["tests"]
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/flags/src/unstract/flags/client/evaluation.py b/unstract/flags/src/unstract/flags/client/evaluation.py
index 537abe869..1ce9a6ec0 100644
--- a/unstract/flags/src/unstract/flags/client/evaluation.py
+++ b/unstract/flags/src/unstract/flags/client/evaluation.py
@@ -7,7 +7,6 @@
 """
 
 import logging
-from typing import Optional
 
 import grpc
 
@@ -26,9 +25,10 @@ def boolean_evaluate_feature_flag(
         namespace_key: str,
         flag_key: str,
         entity_id: str,
-        context: Optional[dict] = None,
+        context: dict | None = None,
     ) -> bool:
         """Evaluates the state of a feature flag for a given entity.
+
         Args:
             namespace_key (str): The namespace key of the feature flag.
             flag_key (str): The key of the feature flag.
diff --git a/unstract/flags/src/unstract/flags/feature_flag.py b/unstract/flags/src/unstract/flags/feature_flag.py
index e8124362d..8785285dd 100644
--- a/unstract/flags/src/unstract/flags/feature_flag.py
+++ b/unstract/flags/src/unstract/flags/feature_flag.py
@@ -2,7 +2,6 @@
 
 import logging
 import os
-from typing import Optional
 
 from .client.evaluation import EvaluationClient
 
@@ -13,7 +12,7 @@ def check_feature_flag_status(
     flag_key: str,
     namespace_key: str = "default",
     entity_id: str = "unstract",
-    context: Optional[dict[str, str]] = None,
+    context: dict[str, str] | None = None,
 ) -> bool:
     """Check the status of a feature flag for a given entity.
 
@@ -29,7 +28,6 @@ def check_feature_flag_status(
         bool:
         True if the feature flag is enabled for the entity, False otherwise.
     """
-
     try:
         FLIPT_SERVICE_AVAILABLE = (
             os.environ.get("FLIPT_SERVICE_AVAILABLE", "false").lower() == "true"
diff --git a/unstract/flags/src/unstract/flags/generated/evaluation_pb2.py b/unstract/flags/src/unstract/flags/generated/evaluation_pb2.py
index 62116462a..9eb882c43 100644
--- a/unstract/flags/src/unstract/flags/generated/evaluation_pb2.py
+++ b/unstract/flags/src/unstract/flags/generated/evaluation_pb2.py
@@ -990,58 +990,54 @@
 )
 
 _EVALUATIONREQUEST_CONTEXTENTRY.containing_type = _EVALUATIONREQUEST
-_EVALUATIONREQUEST.fields_by_name["context"].message_type = (
-    _EVALUATIONREQUEST_CONTEXTENTRY
-)
+_EVALUATIONREQUEST.fields_by_name[
+    "context"
+].message_type = _EVALUATIONREQUEST_CONTEXTENTRY
 _BATCHEVALUATIONREQUEST.fields_by_name["requests"].message_type = _EVALUATIONREQUEST
 _BATCHEVALUATIONRESPONSE.fields_by_name["responses"].message_type = _EVALUATIONRESPONSE
 _EVALUATIONRESPONSE.fields_by_name["type"].enum_type = _EVALUATIONRESPONSETYPE
-_EVALUATIONRESPONSE.fields_by_name["boolean_response"].message_type = (
-    _BOOLEANEVALUATIONRESPONSE
-)
-_EVALUATIONRESPONSE.fields_by_name["variant_response"].message_type = (
-    _VARIANTEVALUATIONRESPONSE
-)
-_EVALUATIONRESPONSE.fields_by_name["error_response"].message_type = (
-    _ERROREVALUATIONRESPONSE
-)
+_EVALUATIONRESPONSE.fields_by_name[
+    "boolean_response"
+].message_type = _BOOLEANEVALUATIONRESPONSE
+_EVALUATIONRESPONSE.fields_by_name[
+    "variant_response"
+].message_type = _VARIANTEVALUATIONRESPONSE
+_EVALUATIONRESPONSE.fields_by_name[
+    "error_response"
+].message_type = _ERROREVALUATIONRESPONSE
 _EVALUATIONRESPONSE.oneofs_by_name["response"].fields.append(
     _EVALUATIONRESPONSE.fields_by_name["boolean_response"]
 )
-_EVALUATIONRESPONSE.fields_by_name["boolean_response"].containing_oneof = (
-    _EVALUATIONRESPONSE.oneofs_by_name["response"]
-)
+_EVALUATIONRESPONSE.fields_by_name[
+    "boolean_response"
+].containing_oneof = _EVALUATIONRESPONSE.oneofs_by_name["response"]
 _EVALUATIONRESPONSE.oneofs_by_name["response"].fields.append(
     _EVALUATIONRESPONSE.fields_by_name["variant_response"]
 )
-_EVALUATIONRESPONSE.fields_by_name["variant_response"].containing_oneof = (
-    _EVALUATIONRESPONSE.oneofs_by_name["response"]
-)
+_EVALUATIONRESPONSE.fields_by_name[
+    "variant_response"
+].containing_oneof = _EVALUATIONRESPONSE.oneofs_by_name["response"]
 _EVALUATIONRESPONSE.oneofs_by_name["response"].fields.append(
     _EVALUATIONRESPONSE.fields_by_name["error_response"]
 )
-_EVALUATIONRESPONSE.fields_by_name["error_response"].containing_oneof = (
-    _EVALUATIONRESPONSE.oneofs_by_name["response"]
-)
+_EVALUATIONRESPONSE.fields_by_name[
+    "error_response"
+].containing_oneof = _EVALUATIONRESPONSE.oneofs_by_name["response"]
 _BOOLEANEVALUATIONRESPONSE.fields_by_name["reason"].enum_type = _EVALUATIONREASON
-_BOOLEANEVALUATIONRESPONSE.fields_by_name["timestamp"].message_type = (
-    google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP
-)
+_BOOLEANEVALUATIONRESPONSE.fields_by_name[
+    "timestamp"
+].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP
 _VARIANTEVALUATIONRESPONSE.fields_by_name["reason"].enum_type = _EVALUATIONREASON
-_VARIANTEVALUATIONRESPONSE.fields_by_name["timestamp"].message_type = (
-    google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP
-)
+_VARIANTEVALUATIONRESPONSE.fields_by_name[
+    "timestamp"
+].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP
 _ERROREVALUATIONRESPONSE.fields_by_name["reason"].enum_type = _ERROREVALUATIONREASON
 DESCRIPTOR.message_types_by_name["EvaluationRequest"] = _EVALUATIONREQUEST
 DESCRIPTOR.message_types_by_name["BatchEvaluationRequest"] = _BATCHEVALUATIONREQUEST
 DESCRIPTOR.message_types_by_name["BatchEvaluationResponse"] = _BATCHEVALUATIONRESPONSE
 DESCRIPTOR.message_types_by_name["EvaluationResponse"] = _EVALUATIONRESPONSE
-DESCRIPTOR.message_types_by_name["BooleanEvaluationResponse"] = (
-    _BOOLEANEVALUATIONRESPONSE
-)
-DESCRIPTOR.message_types_by_name["VariantEvaluationResponse"] = (
-    _VARIANTEVALUATIONRESPONSE
-)
+DESCRIPTOR.message_types_by_name["BooleanEvaluationResponse"] = _BOOLEANEVALUATIONRESPONSE
+DESCRIPTOR.message_types_by_name["VariantEvaluationResponse"] = _VARIANTEVALUATIONRESPONSE
 DESCRIPTOR.message_types_by_name["ErrorEvaluationResponse"] = _ERROREVALUATIONRESPONSE
 DESCRIPTOR.enum_types_by_name["EvaluationReason"] = _EVALUATIONREASON
 DESCRIPTOR.enum_types_by_name["ErrorEvaluationReason"] = _ERROREVALUATIONREASON
diff --git a/unstract/flags/src/unstract/flags/generated/evaluation_pb2_grpc.py b/unstract/flags/src/unstract/flags/generated/evaluation_pb2_grpc.py
index 70d7cbda1..b18d07199 100644
--- a/unstract/flags/src/unstract/flags/generated/evaluation_pb2_grpc.py
+++ b/unstract/flags/src/unstract/flags/generated/evaluation_pb2_grpc.py
@@ -1,6 +1,7 @@
 # flake8: noqa
 # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
 """Client and server classes corresponding to protobuf-defined services."""
+
 import grpc
 
 from . import evaluation_pb2 as evaluation__pb2
diff --git a/unstract/flags/src/unstract/flags/generated/flipt_pb2.py b/unstract/flags/src/unstract/flags/generated/flipt_pb2.py
index 7e255d21f..b368559c1 100644
--- a/unstract/flags/src/unstract/flags/generated/flipt_pb2.py
+++ b/unstract/flags/src/unstract/flags/generated/flipt_pb2.py
@@ -3,6 +3,7 @@
 # source: unstract/flags/src/unstract/flags/protos/flipt.proto
 # Protobuf Python Version: 4.25.0
 """Generated protocol buffer code."""
+
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
 from google.protobuf import symbol_database as _symbol_database
diff --git a/unstract/flags/src/unstract/flags/generated/flipt_pb2_grpc.py b/unstract/flags/src/unstract/flags/generated/flipt_pb2_grpc.py
index a4064597e..37fb494f7 100644
--- a/unstract/flags/src/unstract/flags/generated/flipt_pb2_grpc.py
+++ b/unstract/flags/src/unstract/flags/generated/flipt_pb2_grpc.py
@@ -1,6 +1,7 @@
 # flake8: noqa
 # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
 """Client and server classes corresponding to protobuf-defined services."""
+
 import grpc
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
diff --git a/unstract/flags/uv.lock b/unstract/flags/uv.lock
new file mode 100644
index 000000000..eee265ac2
--- /dev/null
+++ b/unstract/flags/uv.lock
@@ -0,0 +1,80 @@
+version = 1
+revision = 1
+requires-python = "==3.12.*"
+
+[[package]]
+name = "grpcio"
+version = "1.60.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/61/38/c615b5c2be690fb31871f294cc08a96e598b085b8d07c5967a5018e0b90c/grpcio-1.60.0.tar.gz", hash = "sha256:2199165a1affb666aa24adf0c97436686d0a61bc5fc113c037701fb7c7fceb96", size = 24766390 }
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+    { url = "https://files.pythonhosted.org/packages/05/dc/c641498f09246a61ebe7a721888edf772e2ecdfd524e25ac61e27352d9d3/grpcio-1.60.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:1c30bb23a41df95109db130a6cc1b974844300ae2e5d68dd4947aacba5985aa5", size = 5555224 },
+    { url = "https://files.pythonhosted.org/packages/4d/a3/0f07d9fdb9dddce85bbcc671bf49ed3c73301dfc3108ed4ab3212d55ef13/grpcio-1.60.0-cp312-cp312-win32.whl", hash = "sha256:2aef56e85901c2397bd557c5ba514f84de1f0ae5dd132f5d5fed042858115951", size = 3111209 },
+    { url = "https://files.pythonhosted.org/packages/73/99/a7b768c6a9873b6f450476bfa389eeef877f152aeb443bec2bd91d9fb5a2/grpcio-1.60.0-cp312-cp312-win_amd64.whl", hash = "sha256:e381fe0c2aa6c03b056ad8f52f8efca7be29fb4d9ae2f8873520843b6039612a", size = 3691893 },
+]
+
+[[package]]
+name = "grpcio-tools"
+version = "1.60.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "grpcio" },
+    { name = "protobuf" },
+    { name = "setuptools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3f/8f/1861529938e4a27f8d9b736a4ba58846ab1ccf63b6d7610a86a0329ffc46/grpcio-tools-1.60.0.tar.gz", hash = "sha256:ed30499340228d733ff69fcf4a66590ed7921f94eb5a2bf692258b1280b9dac7", size = 4611505 }
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+    { url = "https://files.pythonhosted.org/packages/ba/1d/8c8048c00c194aa8d5648aba853df4076be6d70e9a00a1f25d4830b6dee8/grpcio_tools-1.60.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:081336d8258f1a56542aa8a7a5dec99a2b38d902e19fbdd744594783301b0210", size = 3674987 },
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+    { url = "https://files.pythonhosted.org/packages/9b/b6/87d859bf481a2e5629c1ea14a741faa90d533b756af0c514cbff06b00c71/grpcio_tools-1.60.0-cp312-cp312-win32.whl", hash = "sha256:e87cabac7969bdde309575edc2456357667a1b28262b2c1f12580ef48315b19d", size = 922614 },
+    { url = "https://files.pythonhosted.org/packages/a8/0a/d6fea138f949f307f2e6958fbf6a3cd94a2d6a51ba3a6333a36b02e24459/grpcio_tools-1.60.0-cp312-cp312-win_amd64.whl", hash = "sha256:e70d867c120d9849093b0ac24d861e378bc88af2552e743d83b9f642d2caa7c2", size = 1068418 },
+]
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+[[package]]
+name = "protobuf"
+version = "4.25.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/48/d5/cccc7e82bbda9909ced3e7a441a24205ea07fea4ce23a772743c0c7611fa/protobuf-4.25.6.tar.gz", hash = "sha256:f8cfbae7c5afd0d0eaccbe73267339bff605a2315860bb1ba08eb66670a9a91f", size = 380631 }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/64/d5/7dbeb69b74fa88f297c6d8f11b7c9cef0c2e2fb1fdf155c2ca5775cfa998/protobuf-4.25.6-cp37-abi3-manylinux2014_aarch64.whl", hash = "sha256:5dd800da412ba7f6f26d2c08868a5023ce624e1fdb28bccca2dc957191e81fb5", size = 293714 },
+    { url = "https://files.pythonhosted.org/packages/d4/f0/6d5c100f6b18d973e86646aa5fc09bc12ee88a28684a56fd95511bceee68/protobuf-4.25.6-cp37-abi3-manylinux2014_x86_64.whl", hash = "sha256:4434ff8bb5576f9e0c78f47c41cdf3a152c0b44de475784cd3fd170aef16205a", size = 294634 },
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+]
+
+[[package]]
+name = "setuptools"
+version = "78.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/5a/0db4da3bc908df06e5efae42b44e75c81dd52716e10192ff36d0c1c8e379/setuptools-78.1.0.tar.gz", hash = "sha256:18fd474d4a82a5f83dac888df697af65afa82dec7323d09c3e37d1f14288da54", size = 1367827 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/54/21/f43f0a1fa8b06b32812e0975981f4677d28e0f3271601dc88ac5a5b83220/setuptools-78.1.0-py3-none-any.whl", hash = "sha256:3e386e96793c8702ae83d17b853fb93d3e09ef82ec62722e61da5cd22376dcd8", size = 1256108 },
+]
+
+[[package]]
+name = "unstract-flags"
+version = "0.0.1"
+source = { virtual = "." }
+dependencies = [
+    { name = "grpcio" },
+    { name = "grpcio-tools" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "grpcio", specifier = "<=1.60.0" },
+    { name = "grpcio-tools", specifier = "<=1.60.0" },
+]
diff --git a/unstract/tool-registry/pyproject.toml b/unstract/tool-registry/pyproject.toml
index a6813044e..265d7fa35 100644
--- a/unstract/tool-registry/pyproject.toml
+++ b/unstract/tool-registry/pyproject.toml
@@ -1,37 +1,28 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-tool-registry"
 version = "0.0.1"
 description = "Unstract's registry of tools to be used in workflows."
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+# license = {text = "MIT"}
+
 dependencies = [
     "docker~=6.1.3",
     "jsonschema~=4.18.2",
     "PyYAML~=6.0.1",
-    "unstract-sdk~=0.62.1",
-    # ! IMPORTANT!
-    # Local dependencies usually need to be added as:
-    # https://pdm-project.org/latest/usage/dependency/#local-dependencies
-    #
-    # However, local dependencies which are not direct depedency of main project
-    # appear as absolute paths in pdm.lock of main project, making it impossible
-    # to check in the lock file.
-    #
-    # Hence instead, add the dependencies without version constraints where the
-    # assumption is they are added as direct dependencies in main project itself.
+    "unstract-sdk~=0.70.0",
     "unstract-tool-sandbox",
     "unstract-flags",
 ]
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-# license = {text = "MIT"}
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
-# source-includes = ["tests"]
+[tool.uv.sources]
+unstract-tool-sandbox = { path = "../tool-sandbox", editable = true }
+unstract-flags = { path = "../flags", editable = true }
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
+
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/tool-registry/src/unstract/tool_registry/dto.py b/unstract/tool-registry/src/unstract/tool_registry/dto.py
index dee461e2a..f6685b086 100644
--- a/unstract/tool-registry/src/unstract/tool_registry/dto.py
+++ b/unstract/tool-registry/src/unstract/tool_registry/dto.py
@@ -1,5 +1,5 @@
 from dataclasses import asdict, dataclass, field
-from typing import Any, Optional
+from typing import Any
 
 from unstract.sdk.adapters.enums import AdapterTypes
 from unstract.tool_registry.constants import AdapterPropertyKey
@@ -49,7 +49,7 @@ class Spec:
         to_json(self) -> dict[str, Any]:
             Converts the Spec object to a JSON format.
 
-            Returns:
+    Returns:
                 dict[str, Any]: The Spec object in JSON format.
     """
 
@@ -183,9 +183,9 @@ class AdapterProperties:
 
     is_enabled: bool = False
     is_required: bool = False
-    title: Optional[str] = None
-    description: Optional[str] = None
-    adapter_id: Optional[str] = None
+    title: str | None = None
+    description: str | None = None
+    adapter_id: str | None = None
 
     @classmethod
     def from_dict(cls, data_dict: dict[str, Any]) -> "AdapterProperties":
diff --git a/unstract/tool-registry/src/unstract/tool_registry/helper.py b/unstract/tool-registry/src/unstract/tool_registry/helper.py
index 0f48c5230..5aa8aea28 100644
--- a/unstract/tool-registry/src/unstract/tool_registry/helper.py
+++ b/unstract/tool-registry/src/unstract/tool_registry/helper.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from unstract.sdk.file_storage import FileStorage, FileStorageProvider
 from unstract.tool_registry.constants import PropKey
@@ -49,9 +49,9 @@ def _load_tools_from_registry_file(self) -> list[str]:
         tools: list[str] = registry.get("tools", [])
         return tools
 
-    def get_tool_unique_id(self, properties: dict[str, Any]) -> Optional[str]:
+    def get_tool_unique_id(self, properties: dict[str, Any]) -> str | None:
         """Get Tool uuid Considering function_name as uuid."""
-        tool_unique_id: Optional[str] = properties.get(PropKey.FUNCTION_NAME)
+        tool_unique_id: str | None = properties.get(PropKey.FUNCTION_NAME)
         return tool_unique_id
 
     def get_all_registry_tools(self) -> list[str]:
@@ -88,7 +88,7 @@ def get_tool_spec(self, tool_meta: ToolMeta) -> dict[str, Any]:
             image_tag=tool_meta.tag,
         )
 
-        tool_spec: Optional[dict[str, Any]] = tool_sandbox.get_spec()
+        tool_spec: dict[str, Any] | None = tool_sandbox.get_spec()
         if not tool_spec:
             return {}
         return tool_spec
@@ -109,7 +109,7 @@ def get_tool_properties(self, tool_meta: ToolMeta) -> dict[str, Any]:
             image_tag=tool_meta.tag,
         )
 
-        tool_properties: Optional[dict[str, Any]] = tool_sandbox.get_properties()
+        tool_properties: dict[str, Any] | None = tool_sandbox.get_properties()
         if not tool_properties:
             return {}
         return tool_properties
@@ -151,7 +151,7 @@ def get_tool_variables(self, tool_meta: ToolMeta) -> dict[str, Any]:
             image_tag=tool_meta.tag,
         )
 
-        variables: Optional[dict[str, Any]] = tool_sandbox.get_variables()
+        variables: dict[str, Any] | None = tool_sandbox.get_variables()
         if not variables:
             return {}
         return variables
@@ -284,9 +284,7 @@ def save_tools(self, data: dict[str, Any]) -> None:
             RegistryNotFound: _description_
         """
         try:
-            ToolUtils.save_tools_in_to_disk(
-                file_path=self.private_tools_file, data=data
-            )
+            ToolUtils.save_tools_in_to_disk(file_path=self.private_tools_file, data=data)
         except FileNotFoundError:
             logger.error(f"File not found: {self.registry_file}")
             raise RegistryNotFound()
@@ -301,9 +299,7 @@ def get_all_tools_from_disk(self) -> dict[str, dict[str, Any]]:
         tools = {}
         for tool_file in tool_files:
             try:
-                data = ToolUtils.get_all_tools_from_disk(
-                    file_path=tool_file, fs=self.fs
-                )
+                data = ToolUtils.get_all_tools_from_disk(file_path=tool_file, fs=self.fs)
                 if not data:
                     logger.info(f"No data from {tool_file}")
                 tool_version_list = [
diff --git a/unstract/tool-registry/src/unstract/tool_registry/schema_validator.py b/unstract/tool-registry/src/unstract/tool_registry/schema_validator.py
index 9ededb2f7..4ee31f951 100644
--- a/unstract/tool-registry/src/unstract/tool_registry/schema_validator.py
+++ b/unstract/tool-registry/src/unstract/tool_registry/schema_validator.py
@@ -1,7 +1,8 @@
 import logging
-from typing import Any, Optional
+from typing import Any
 
 from jsonschema import exceptions, validate
+
 from unstract.tool_registry.exceptions import InvalidSchemaInput
 
 logger = logging.getLogger(__name__)
@@ -27,7 +28,7 @@ def validate_data(self, data: dict[str, Any]) -> None:
             logger.error(f"Validation error: {e}")
             raise InvalidSchemaInput
 
-    def validate_and_filter(self, data: dict[str, Any]) -> Optional[dict[str, Any]]:
+    def validate_and_filter(self, data: dict[str, Any]) -> dict[str, Any] | None:
         """Validates the input data against the schema and filters the data
         based on the schema's properties.
 
diff --git a/unstract/tool-registry/src/unstract/tool_registry/tool_registry.py b/unstract/tool-registry/src/unstract/tool_registry/tool_registry.py
index 907fbdc12..f8e0aac49 100644
--- a/unstract/tool-registry/src/unstract/tool_registry/tool_registry.py
+++ b/unstract/tool-registry/src/unstract/tool_registry/tool_registry.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from unstract.sdk.exceptions import FileStorageError
 from unstract.sdk.file_storage import EnvHelper, FileStorage, StorageType
@@ -139,7 +139,7 @@ def fetch_all_tools(self, filter: list[str] = []) -> list[Tool]:
             tools_list.append(tool_data)
         return tools_list
 
-    def get_tool_by_uid(self, uid: str) -> Optional[Tool]:
+    def get_tool_by_uid(self, uid: str) -> Tool | None:
         """Get tools from json.
 
         Args:
@@ -198,7 +198,7 @@ def fetch_tools_descriptions(
         else:
             tools = self.helper.get_all_tools_from_disk()
             for tool, configuration in tools.items():
-                data: Optional[dict[str, Any]] = configuration.get("properties")
+                data: dict[str, Any] | None = configuration.get("properties")
                 icon = configuration.get("icon", "")
                 if not data:
                     continue
@@ -230,10 +230,10 @@ def get_available_tools(
                 tool_meta = ToolUtils.get_tool_meta_from_tool_url(registry_tool=tool)
                 if not tool_meta:
                     continue
-                properties: Optional[dict[str, Any]] = self.helper.get_tool_properties(
+                properties: dict[str, Any] | None = self.helper.get_tool_properties(
                     tool_meta=tool_meta
                 )
-                spec: Optional[dict[str, Any]] = self.helper.get_tool_spec(
+                spec: dict[str, Any] | None = self.helper.get_tool_spec(
                     tool_meta=tool_meta
                 )
                 icon = self.helper.get_tool_icon(tool_meta=tool_meta)
diff --git a/unstract/tool-registry/src/unstract/tool_registry/tool_utils.py b/unstract/tool-registry/src/unstract/tool_registry/tool_utils.py
index 916fdb76f..cb5be8dc2 100644
--- a/unstract/tool-registry/src/unstract/tool_registry/tool_utils.py
+++ b/unstract/tool-registry/src/unstract/tool_registry/tool_utils.py
@@ -1,7 +1,7 @@
 import json
 import logging
 import re
-from typing import Any, Optional
+from typing import Any
 
 from unstract.sdk.adapters.enums import AdapterTypes
 from unstract.sdk.file_storage import FileStorage, FileStorageProvider
@@ -112,7 +112,7 @@ def get_registry(
         return yml_data
 
     @staticmethod
-    def create_image_name(image_name: str, tag: Optional[str]) -> str:
+    def create_image_name(image_name: str, tag: str | None) -> str:
         if tag is not None:
             image_name_with_tag = f"{image_name}:{tag}"
             return image_name_with_tag
@@ -193,7 +193,7 @@ def process_adapter_models(
         models: list[AdapterProperties],
         adapter_type: AdapterTypes,
         schema: Spec,
-        default_adapter_id: Optional[str] = None,
+        default_adapter_id: str | None = None,
     ) -> None:
         """Process adapter models and update the schema.
 
diff --git a/unstract/tool-registry/tests/test_tool_registry.py b/unstract/tool-registry/tests/test_tool_registry.py
index 7fff83b06..d643ea3d0 100644
--- a/unstract/tool-registry/tests/test_tool_registry.py
+++ b/unstract/tool-registry/tests/test_tool_registry.py
@@ -4,6 +4,7 @@
 from unittest.mock import patch
 
 import yaml
+
 from unstract.tool_registry import ToolRegistry
 from unstract.tool_registry.constants import Command
 from unstract.tool_registry.helper import ToolRegistryHelper
diff --git a/unstract/tool-registry/uv.lock b/unstract/tool-registry/uv.lock
new file mode 100644
index 000000000..46bfdc33a
--- /dev/null
+++ b/unstract/tool-registry/uv.lock
@@ -0,0 +1,4077 @@
+version = 1
+revision = 1
+requires-python = ">=3.9, <3.13"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
+    "python_full_version < '3.10'",
+]
+
+[[package]]
+name = "aioboto3"
+version = "13.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiobotocore", extra = ["boto3"] },
+    { name = "aiofiles" },
+]
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+]
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+name = "aiobotocore"
+version = "2.18.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "multidict" },
+    { name = "python-dateutil" },
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+    { name = "boto3" },
+]
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diff --git a/unstract/tool-sandbox/pyproject.toml b/unstract/tool-sandbox/pyproject.toml
index b0f37f06d..ba7f75ca0 100644
--- a/unstract/tool-sandbox/pyproject.toml
+++ b/unstract/tool-sandbox/pyproject.toml
@@ -1,33 +1,20 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-tool-sandbox"
 version = "0.0.1"
 description = "Unstract Tool Sandbox is a package to communicate with tool worker"
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
-dependencies = [
-    "requests==2.31.0",
-    # ! IMPORTANT!
-    # Local dependencies usually need to be added as:
-    # https://pdm-project.org/latest/usage/dependency/#local-dependencies
-    #
-    # However, local dependencies which are not direct depedency of main project
-    # appear as absolute paths in pdm.lock of main project, making it impossible
-    # to check in the lock file.
-    #
-    # Hence instead, add the dependencies without version constraints where the
-    # assumption is they are added as direct dependencies in main project itself.
-    "unstract-core",
-]
-requires-python = ">=3.9"
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
 readme = "README.md"
 # license = {text = "MIT"}
 
+dependencies = ["requests==2.31.0", "unstract-core"]
+
+[tool.uv.sources]
+unstract-core = { path = "../core", editable = true }
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/tool-sandbox/src/unstract/tool_sandbox/helper.py b/unstract/tool-sandbox/src/unstract/tool_sandbox/helper.py
index 842baa4ef..ee39f3ca1 100644
--- a/unstract/tool-sandbox/src/unstract/tool_sandbox/helper.py
+++ b/unstract/tool-sandbox/src/unstract/tool_sandbox/helper.py
@@ -1,12 +1,12 @@
 import json
 import logging
 import os
-from typing import Any, Optional, Union
+from typing import Any
 
 import requests
-from unstract.tool_sandbox.constants import UnstractRunner
 
 from unstract.core.utilities import UnstractUtils
+from unstract.tool_sandbox.constants import UnstractRunner
 
 logger = logging.getLogger(__name__)
 
@@ -29,7 +29,7 @@ def __init__(
         self.envs = environment_variables
         self.messaging_channel = str(messaging_channel)
 
-    def convert_str_to_dict(self, data: Union[str, dict[str, Any]]) -> dict[str, Any]:
+    def convert_str_to_dict(self, data: str | dict[str, Any]) -> dict[str, Any]:
         if isinstance(data, str):
             output: dict[str, Any] = {}
             try:
@@ -41,7 +41,7 @@ def convert_str_to_dict(self, data: Union[str, dict[str, Any]]) -> dict[str, Any
 
     def make_get_request(
         self, image_name: str, image_tag: str, endpoint: str
-    ) -> Optional[dict[str, Any]]:
+    ) -> dict[str, Any] | None:
         """Make unstract runner Get request.
 
         Args:
@@ -55,7 +55,7 @@ def make_get_request(
         url = f"{self.base_url}{endpoint}"
         params = {"image_name": image_name, "image_tag": image_tag}
         response = requests.get(url, params=params)
-        result: Optional[dict[str, Any]] = None
+        result: dict[str, Any] | None = None
         if response.status_code == 200:
             result = response.json()
         elif response.status_code == 404:
@@ -65,7 +65,7 @@ def make_get_request(
             )
         else:
             logger.error(
-                f"Error while calling tool {image_name} " f" reason: {response.reason}"
+                f"Error while calling tool {image_name} reason: {response.reason}"
             )
         return result
 
@@ -75,8 +75,8 @@ def call_tool_handler(
         image_name: str,
         image_tag: str,
         settings: dict[str, Any],
-        retry_count: Optional[int] = None,
-    ) -> Optional[dict[str, Any]]:
+        retry_count: int | None = None,
+    ) -> dict[str, Any] | None:
         """Calling unstract runner to run the required tool.
 
         Args:
@@ -97,7 +97,7 @@ def call_tool_handler(
         )
 
         response = requests.post(url, headers=headers, json=data)
-        result: Optional[dict[str, Any]] = None
+        result: dict[str, Any] | None = None
         if response.status_code == 200:
             result = response.json()
         elif response.status_code == 404:
@@ -107,7 +107,7 @@ def call_tool_handler(
             )
         else:
             logger.error(
-                f"Error while calling tool {image_name} " f" reason: {response.reason}"
+                f"Error while calling tool {image_name} reason: {response.reason}"
             )
         return result
 
@@ -117,7 +117,7 @@ def create_tool_request_data(
         image_name: str,
         image_tag: str,
         settings: dict[str, Any],
-        retry_count: Optional[int] = None,
+        retry_count: int | None = None,
     ) -> dict[str, Any]:
         container_name = UnstractUtils.build_tool_container_name(
             tool_image=image_name,
diff --git a/unstract/tool-sandbox/src/unstract/tool_sandbox/tool_sandbox.py b/unstract/tool-sandbox/src/unstract/tool_sandbox/tool_sandbox.py
index ad85c29d6..8738e2807 100644
--- a/unstract/tool-sandbox/src/unstract/tool_sandbox/tool_sandbox.py
+++ b/unstract/tool-sandbox/src/unstract/tool_sandbox/tool_sandbox.py
@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 
 from unstract.tool_sandbox.constants import ToolCommandKey, UnstractRunner
 from unstract.tool_sandbox.helper import ToolSandboxHelper
@@ -13,9 +13,9 @@ def __init__(
         organization_id: str = "",
         workflow_id: str = "",
         execution_id: str = "",
-        tool_instance_id: Optional[str] = None,
+        tool_instance_id: str | None = None,
         environment_variables: dict[str, Any] = {},
-        messaging_channel: Optional[str] = None,
+        messaging_channel: str | None = None,
     ):
         """PLATFORM_SERVICE_API_KEY should be available in the environment."""
         self.messaging_channel = str(messaging_channel)
@@ -38,7 +38,7 @@ def set_tool_instance_settings(self, tool_settings: dict[str, Any]) -> None:
     def get_tool_uid(self) -> str:
         return self.tool_guid
 
-    def get_tool_instance_id(self) -> Optional[str]:
+    def get_tool_instance_id(self) -> str | None:
         if self.tool_instance_id:
             # make sure to return str instead of UUId
             return str(self.tool_instance_id)
@@ -47,18 +47,18 @@ def get_tool_instance_id(self) -> Optional[str]:
     def get_tool_instance_settings(self) -> dict[str, Any]:
         return self.settings
 
-    def get_spec(self) -> Optional[dict[str, Any]]:
+    def get_spec(self) -> dict[str, Any] | None:
         spec = self.helper.make_get_request(
             self.image_name, self.image_tag, UnstractRunner.SPEC_API_ENDPOINT
         )
         if not spec:
             return None
-        result: Optional[dict[str, Any]] = self.helper.convert_str_to_dict(
+        result: dict[str, Any] | None = self.helper.convert_str_to_dict(
             spec.get(ToolCommandKey.SPEC)
         )
         return result
 
-    def get_properties(self) -> Optional[dict[str, Any]]:
+    def get_properties(self) -> dict[str, Any] | None:
         properties = self.helper.make_get_request(
             self.image_name,
             self.image_tag,
@@ -66,21 +66,21 @@ def get_properties(self) -> Optional[dict[str, Any]]:
         )
         if not properties:
             return None
-        result: Optional[dict[str, Any]] = self.helper.convert_str_to_dict(
+        result: dict[str, Any] | None = self.helper.convert_str_to_dict(
             properties.get(ToolCommandKey.PROPERTIES)
         )
         return result
 
-    def get_icon(self) -> Optional[str]:
+    def get_icon(self) -> str | None:
         icon = self.helper.make_get_request(
             self.image_name, self.image_tag, UnstractRunner.ICON_API_ENDPOINT
         )
         if not icon:
             return None
-        result: Optional[str] = icon.get(ToolCommandKey.ICON)
+        result: str | None = icon.get(ToolCommandKey.ICON)
         return result
 
-    def get_variables(self) -> Optional[dict[str, Any]]:
+    def get_variables(self) -> dict[str, Any] | None:
         variables = self.helper.make_get_request(
             self.image_name,
             self.image_tag,
@@ -88,14 +88,14 @@ def get_variables(self) -> Optional[dict[str, Any]]:
         )
         if not variables:
             return None
-        result: Optional[dict[str, Any]] = self.helper.convert_str_to_dict(
+        result: dict[str, Any] | None = self.helper.convert_str_to_dict(
             variables.get(ToolCommandKey.VARIABLES)
         )
         return result
 
     def run_tool(
-        self, file_execution_id: str, retry_count: Optional[int] = None
-    ) -> Optional[dict[str, Any]]:
+        self, file_execution_id: str, retry_count: int | None = None
+    ) -> dict[str, Any] | None:
         return self.helper.call_tool_handler(  # type: ignore
             file_execution_id,
             self.image_name,
diff --git a/unstract/tool-sandbox/uv.lock b/unstract/tool-sandbox/uv.lock
new file mode 100644
index 000000000..460fdf345
--- /dev/null
+++ b/unstract/tool-sandbox/uv.lock
@@ -0,0 +1,205 @@
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+version = "5.2.1"
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+    { name = "async-timeout", marker = "python_full_version < '3.11.3'" },
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+version = "2.31.0"
+source = { registry = "https://pypi.org/simple" }
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+    { name = "certifi" },
+    { name = "charset-normalizer" },
+    { name = "idna" },
+    { name = "urllib3" },
+]
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+[[package]]
+name = "unstract-core"
+version = "0.0.1"
+source = { editable = "../core" }
+dependencies = [
+    { name = "kombu" },
+    { name = "redis" },
+    { name = "requests" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "flask", marker = "extra == 'flask'", specifier = "~=3.1.0" },
+    { name = "kombu", specifier = "==5.3.7" },
+    { name = "redis", specifier = "~=5.2.1" },
+    { name = "requests", specifier = "==2.31.0" },
+]
+provides-extras = ["flask"]
+
+[[package]]
+name = "unstract-tool-sandbox"
+version = "0.0.1"
+source = { virtual = "." }
+dependencies = [
+    { name = "requests" },
+    { name = "unstract-core" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "requests", specifier = "==2.31.0" },
+    { name = "unstract-core", editable = "../core" },
+]
+
+[[package]]
+name = "urllib3"
+version = "2.3.0"
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+name = "vine"
+version = "5.1.0"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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diff --git a/unstract/workflow-execution/pyproject.toml b/unstract/workflow-execution/pyproject.toml
index 4fe99320c..a49c7b45a 100644
--- a/unstract/workflow-execution/pyproject.toml
+++ b/unstract/workflow-execution/pyproject.toml
@@ -1,36 +1,30 @@
-[build-system]
-requires = ["pdm-backend"]
-build-backend = "pdm.backend"
-
 [project]
 name = "unstract-workflow-execution"
 version = "0.0.1"
 description = "Unstract workflow execution package"
-authors = [
-    {name = "Zipstack Inc.", email = "devsupport@zipstack.com"},
-]
+authors = [{ name = "Zipstack Inc.", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+# license = {text = "MIT"}
+#
 dependencies = [
-    # ! IMPORTANT!
-    # Local dependencies usually need to be added as:
-    # https://pdm-project.org/latest/usage/dependency/#local-dependencies
-    #
-    # However, local dependencies which are not direct depedency of main project
-    # appear as absolute paths in pdm.lock of main project, making it impossible
-    # to check in the lock file.
-    #
-    # Hence instead, add the dependencies without version constraints where the
-    # assumption is they are added as direct dependencies in main project itself.
     "unstract-core",
     "unstract-tool-registry",
     "unstract-tool-sandbox",
     "unstract-flags",
-    "unstract-filesystem"
+    "unstract-filesystem",
 ]
-requires-python = ">=3.9"
-readme = "README.md"
-# license = {text = "MIT"}
 
+[tool.uv.sources]
+unstract-filesystem = { path = "../filesystem", editable = true }
+unstract-tool-sandbox = { path = "../tool-sandbox", editable = true }
+unstract-tool-registry = { path = "../tool-registry", editable = true }
+unstract-flags = { path = "../flags", editable = true }
+unstract-core = { path = "../core", editable = true }
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
 
-[tool.pdm.build]
-includes = ["src"]
-package-dir = "src"
+# [tool.hatch.build.targets.wheel]
+# packages = ["src"]
diff --git a/unstract/workflow-execution/src/unstract/workflow_execution/dto.py b/unstract/workflow-execution/src/unstract/workflow_execution/dto.py
index 0324c7e66..b83c4d08b 100644
--- a/unstract/workflow-execution/src/unstract/workflow_execution/dto.py
+++ b/unstract/workflow-execution/src/unstract/workflow_execution/dto.py
@@ -1,5 +1,5 @@
 from dataclasses import dataclass
-from typing import Any, Optional
+from typing import Any
 
 
 @dataclass
@@ -30,9 +30,9 @@ class ToolInstance:
     step: int
     workflow: str
     metadata: dict[str, Any]
-    properties: Optional[dict[str, Any]] = None
-    image_name: Optional[dict[str, Any]] = None
-    image_tag: Optional[dict[str, Any]] = None
+    properties: dict[str, Any] | None = None
+    image_name: dict[str, Any] | None = None
+    image_tag: dict[str, Any] | None = None
 
 
 @dataclass
diff --git a/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py b/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py
index 74145d474..30a5301e7 100644
--- a/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py
+++ b/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py
@@ -4,6 +4,7 @@
 from pathlib import Path
 from typing import Any
 
+from unstract.filesystem import FileStorageType, FileSystem
 from unstract.workflow_execution.constants import (
     MetaDataKey,
     ToolMetadataKey,
@@ -14,15 +15,11 @@
 from unstract.workflow_execution.exceptions import ToolMetadataNotFound
 from unstract.workflow_execution.tools_utils import ToolsUtils
 
-from unstract.filesystem import FileStorageType, FileSystem
-
 logger = logging.getLogger(__name__)
 
 
 class ExecutionFileHandler:
-    def __init__(
-        self, workflow_id: str, execution_id: str, organization_id: str
-    ) -> None:
+    def __init__(self, workflow_id: str, execution_id: str, organization_id: str) -> None:
         self.organization_id = organization_id
         self.workflow_id = workflow_id
         self.execution_id = execution_id
@@ -47,9 +44,7 @@ def get_workflow_metadata(self) -> dict[str, Any]:
         metadata = json.loads(metadata_content)
         return metadata
 
-    def get_list_of_tool_metadata(
-        self, metadata: dict[str, Any]
-    ) -> list[dict[str, Any]]:
+    def get_list_of_tool_metadata(self, metadata: dict[str, Any]) -> list[dict[str, Any]]:
         """Get the list of tool metadata from the workflow metadata.
 
         Args:
@@ -58,9 +53,7 @@ def get_list_of_tool_metadata(
         Returns:
             list[dict[str, Any]]: The list of tool metadata.
         """
-        tool_metadata: list[dict[str, Any]] = metadata.get(
-            MetaDataKey.TOOL_METADATA, []
-        )
+        tool_metadata: list[dict[str, Any]] = metadata.get(MetaDataKey.TOOL_METADATA, [])
         return tool_metadata
 
     def get_output_type(self, metadata: dict[str, Any]) -> str:
diff --git a/unstract/workflow-execution/src/unstract/workflow_execution/tools_utils.py b/unstract/workflow-execution/src/unstract/workflow_execution/tools_utils.py
index e3f5ee7fc..51aae4dcd 100644
--- a/unstract/workflow-execution/src/unstract/workflow_execution/tools_utils.py
+++ b/unstract/workflow-execution/src/unstract/workflow_execution/tools_utils.py
@@ -1,8 +1,10 @@
 import logging
 import os
-from typing import Any, Optional
+from typing import Any
 
 from redis import Redis
+
+from unstract.core.pubsub_helper import LogPublisher
 from unstract.tool_registry import ToolRegistry
 from unstract.tool_sandbox import ToolSandbox
 from unstract.workflow_execution.constants import ToolExecution
@@ -15,8 +17,6 @@
     ToolNotFoundException,
 )
 
-from unstract.core.pubsub_helper import LogPublisher
-
 logger = logging.getLogger(__name__)
 
 
@@ -35,7 +35,7 @@ def __init__(
         self.platform_service_api_key = platform_service_api_key
         self.workflow_id = workflow.id
         self.ignore_processed_entities = ignore_processed_entities
-        self.messaging_channel: Optional[str] = None
+        self.messaging_channel: str | None = None
         self.platform_service_host = ToolsUtils.get_env(
             ToolRV.PLATFORM_HOST, raise_exception=True
         )
@@ -65,9 +65,7 @@ def __init__(
     def set_messaging_channel(self, messaging_channel: str) -> None:
         self.messaging_channel = messaging_channel
 
-    def load_tools(
-        self, tool_instances: list[ToolInstance]
-    ) -> dict[str, dict[str, Any]]:
+    def load_tools(self, tool_instances: list[ToolInstance]) -> dict[str, dict[str, Any]]:
         """Load and check all required tools.
 
         Args:
@@ -188,7 +186,7 @@ def run_tool_with_retry(
         tool_sandbox: ToolSandbox,
         max_retries: int = ToolExecution.MAXIMUM_RETRY,
     ) -> Any:
-        error: Optional[dict[str, Any]] = None
+        error: dict[str, Any] | None = None
         for retry_count in range(max_retries):
             try:
                 response = tool_sandbox.run_tool(file_execution_id, retry_count)
@@ -204,9 +202,7 @@ def run_tool_with_retry(
                     f"{str(e)}"
                 )
 
-        logger.warning(
-            f"Operation failed after {max_retries} " f"retries, error: {error}"
-        )
+        logger.warning(f"Operation failed after {max_retries} retries, error: {error}")
         return None
 
     def get_tool_environment_variables(self) -> dict[str, Any]:
@@ -243,7 +239,7 @@ def get_tool_environment_variables(self) -> dict[str, Any]:
         return platform_vars
 
     @staticmethod
-    def get_env(env_key: str, raise_exception: bool = False) -> Optional[str]:
+    def get_env(env_key: str, raise_exception: bool = False) -> str | None:
         """Gets the value against an environment variable.
 
         Args:
diff --git a/unstract/workflow-execution/src/unstract/workflow_execution/workflow_execution.py b/unstract/workflow-execution/src/unstract/workflow_execution/workflow_execution.py
index fec86c2b2..7c117b02f 100644
--- a/unstract/workflow-execution/src/unstract/workflow_execution/workflow_execution.py
+++ b/unstract/workflow-execution/src/unstract/workflow_execution/workflow_execution.py
@@ -1,9 +1,11 @@
 import logging
 import os
 import time
-from typing import Any, Optional, Union
+from typing import Any
 
 import redis
+
+from unstract.core.pubsub_helper import LogPublisher
 from unstract.tool_sandbox import ToolSandbox
 from unstract.workflow_execution.constants import StepExecution, ToolExecution
 from unstract.workflow_execution.dto import ToolInstance, WorkflowDto
@@ -23,8 +25,6 @@
 from unstract.workflow_execution.execution_file_handler import ExecutionFileHandler
 from unstract.workflow_execution.tools_utils import ToolsUtils
 
-from unstract.core.pubsub_helper import LogPublisher
-
 logger = logging.getLogger(__name__)
 
 
@@ -60,8 +60,8 @@ def __init__(
         self.ignore_processed_entities = ignore_processed_entities
         self.override_single_step = False
         self.execution_id: str = ""
-        self.file_execution_id: Optional[str] = None
-        self.messaging_channel: Optional[str] = None
+        self.file_execution_id: str | None = None
+        self.messaging_channel: str | None = None
         self.input_files: list[str] = []
         self.log_stage: LogStage = LogStage.COMPILE
 
@@ -94,8 +94,7 @@ def compile_workflow(self, execution_id: str) -> dict[str, Any]:
 
             logger.info(f"Execution {execution_id}: compilation completed")
             log_message = (
-                f"Workflow '{self.workflow_id}' is valid "
-                "and is compiled successfully"
+                f"Workflow '{self.workflow_id}' is valid " "and is compiled successfully"
             )
             self.publish_log(log_message)
 
@@ -113,7 +112,6 @@ def compile_workflow(self, execution_id: str) -> dict[str, Any]:
 
     def build_workflow(self) -> None:
         """Build Workflow by builtin tool sandboxes."""
-
         logger.info(f"Execution {self.execution_id}: Build started")
         self.log_stage = LogStage.BUILD
         log_message = (
@@ -252,9 +250,7 @@ def _handling_step_execution(self) -> None:
                 termination of execution.
         """
         with self.redis_con as red:
-            logger.info(
-                f"Setting single stepping flag to " f"{ExecutionAction.START.value}"
-            )
+            logger.info(f"Setting single stepping flag to {ExecutionAction.START.value}")
             red.setex(
                 self.execution_id,
                 StepExecution.CACHE_EXP_START_SEC,
@@ -266,9 +262,7 @@ def _handling_step_execution(self) -> None:
                 message="1",
                 component=LogComponent.NEXT_STEP,
             )
-            log_message = (
-                f"Execution '{self.execution_id}' " "is waiting for user input"
-            )
+            log_message = f"Execution '{self.execution_id}' " "is waiting for user input"
             self.publish_log(log_message)
 
             wait_for_user = 0
@@ -295,13 +289,9 @@ def _handling_step_execution(self) -> None:
                     self.override_single_step = True
                     break
                 if execution_action == ExecutionAction.STOP:
-                    log_message = (
-                        f"Execution '{self.execution_id}' " "STOPPING execution"
-                    )
+                    log_message = f"Execution '{self.execution_id}' " "STOPPING execution"
                     self.publish_log(log_message)
-                    raise StopExecution(
-                        "User clicked on stop button. Stopping execution"
-                    )
+                    raise StopExecution("User clicked on stop button. Stopping execution")
                 time.sleep(1)
                 wait_for_user += 1
             red.delete(self.execution_id)
@@ -359,9 +349,9 @@ def publish_log(
         self,
         message: str,
         level: LogLevel = LogLevel.INFO,
-        step: Optional[int] = None,
-        iteration: Optional[int] = None,
-        iteration_total: Optional[int] = None,
+        step: int | None = None,
+        iteration: int | None = None,
+        iteration_total: int | None = None,
     ) -> None:
         """Publishes regular logs for monitoring the execution of a workflow.
 
@@ -397,7 +387,7 @@ def publish_update_log(
         self,
         state: LogState,
         message: str,
-        component: Optional[Union[str, LogComponent]] = None,
+        component: str | LogComponent | None = None,
     ) -> None:
         """Publishes update logs for monitoring the execution of a workflow.
 
diff --git a/unstract/workflow-execution/uv.lock b/unstract/workflow-execution/uv.lock
new file mode 100644
index 000000000..a6f1b16e3
--- /dev/null
+++ b/unstract/workflow-execution/uv.lock
@@ -0,0 +1,4109 @@
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diff --git a/x2text-service/app/authentication_middleware.py b/x2text-service/app/authentication_middleware.py
index 743c9b76c..f43c0542b 100644
--- a/x2text-service/app/authentication_middleware.py
+++ b/x2text-service/app/authentication_middleware.py
@@ -1,9 +1,10 @@
-from typing import Any, Optional
+from typing import Any
+
+from flask import Request, current_app, request
 
 from app.constants import DBTable
 from app.env import Env
 from app.models import be_db
-from flask import Request, current_app, request
 
 
 def authentication_middleware(func: Any) -> Any:
@@ -21,7 +22,7 @@ def wrapper(*args: Any, **kwargs: Any) -> Any:
 
 class AuthenticationMiddleware:
     @classmethod
-    def validate_bearer_token(cls, token: Optional[str]) -> bool:
+    def validate_bearer_token(cls, token: str | None) -> bool:
         try:
             if token is None:
                 current_app.logger.error("Authentication failed. Empty bearer token")
@@ -60,7 +61,7 @@ def validate_bearer_token(cls, token: Optional[str]) -> bool:
         return True
 
     @classmethod
-    def get_token_from_auth_header(cls, request: Request) -> Optional[str]:
+    def get_token_from_auth_header(cls, request: Request) -> str | None:
         try:
             bearer_token = request.headers.get("Authorization")
             if not bearer_token:
@@ -72,9 +73,7 @@ def get_token_from_auth_header(cls, request: Request) -> Optional[str]:
             return None
 
     @classmethod
-    def get_organization_from_bearer_token(
-        cls, token: str
-    ) -> tuple[Optional[int], str]:
+    def get_organization_from_bearer_token(cls, token: str) -> tuple[int | None, str]:
         """Retrieve organization ID and identifier using a bearer token.
 
         Args:
@@ -86,13 +85,13 @@ def get_organization_from_bearer_token(
         platform_key_table = f'"{Env.DB_SCHEMA}".{DBTable.PLATFORM_KEY}'
         organization_table = f'"{Env.DB_SCHEMA}".{DBTable.ORGANIZATION}'
 
-        organization_uid: Optional[int] = cls.execute_query(
+        organization_uid: int | None = cls.execute_query(
             f"SELECT organization_id FROM {platform_key_table} WHERE key=%s", (token,)
         )
         if organization_uid is None:
             return None, None
 
-        organization_identifier: Optional[str] = cls.execute_query(
+        organization_identifier: str | None = cls.execute_query(
             f"SELECT organization_id FROM {organization_table} WHERE id=%s",
             (organization_uid,),
         )
diff --git a/x2text-service/app/config.py b/x2text-service/app/config.py
index dfbafe014..2fca6a6c4 100644
--- a/x2text-service/app/config.py
+++ b/x2text-service/app/config.py
@@ -1,10 +1,11 @@
 from os import environ as env
 
-from app.controllers import api
-from app.models import X2TextAudit, be_db
 from dotenv import load_dotenv
 from flask import Flask
 
+from app.controllers import api
+from app.models import X2TextAudit, be_db
+
 load_dotenv()
 
 
diff --git a/x2text-service/app/controllers/__init__.py b/x2text-service/app/controllers/__init__.py
index 1fa029914..54d096d4a 100644
--- a/x2text-service/app/controllers/__init__.py
+++ b/x2text-service/app/controllers/__init__.py
@@ -1,6 +1,7 @@
-from app.controllers.controller import basic
 from flask import Blueprint
 
+from app.controllers.controller import basic
+
 api = Blueprint("api", __name__)
 
 
diff --git a/x2text-service/app/controllers/controller.py b/x2text-service/app/controllers/controller.py
index 8f743cded..195cef968 100644
--- a/x2text-service/app/controllers/controller.py
+++ b/x2text-service/app/controllers/controller.py
@@ -5,13 +5,14 @@
 from typing import Any
 
 import requests
+from flask import Blueprint, request, send_file
+
 from app.authentication_middleware import (
     AuthenticationMiddleware,
     authentication_middleware,
 )
 from app.models import X2TextAudit
 from app.util import X2TextUtil
-from flask import Blueprint, request, send_file
 
 basic = Blueprint("basic", __name__)
 # Configure the logging format and level
@@ -91,9 +92,7 @@ def process() -> Any:
     file_size_in_kb = int(request.headers["Content-Length"]) / 1024
 
     bearer_token = AuthenticationMiddleware.get_token_from_auth_header(request)
-    _, org_id = AuthenticationMiddleware.get_organization_from_bearer_token(
-        bearer_token
-    )
+    _, org_id = AuthenticationMiddleware.get_organization_from_bearer_token(bearer_token)
 
     x2_text_audit: X2TextAudit = X2TextAudit.create(
         org_id=org_id,
diff --git a/x2text-service/app/env.py b/x2text-service/app/env.py
index 738102ea0..d2c213fbb 100644
--- a/x2text-service/app/env.py
+++ b/x2text-service/app/env.py
@@ -1,5 +1,4 @@
 import os
-from typing import Optional
 
 from dotenv import load_dotenv
 
@@ -11,8 +10,8 @@ class EnvManager:
 
     @classmethod
     def get_required_setting(
-        cls, setting_key: str, default: Optional[str] = None
-    ) -> Optional[str]:
+        cls, setting_key: str, default: str | None = None
+    ) -> str | None:
         """Get the value of an environment variable specified by the given key.
         Add missing keys to `missing_settings` so that exception can be raised
         at the end.
diff --git a/x2text-service/app/models.py b/x2text-service/app/models.py
index 424d0a2b6..b3fb10254 100644
--- a/x2text-service/app/models.py
+++ b/x2text-service/app/models.py
@@ -2,6 +2,7 @@
 import uuid
 
 import peewee
+
 from app.env import Env
 
 be_db = peewee.PostgresqlDatabase(
diff --git a/x2text-service/app/util.py b/x2text-service/app/util.py
index 97e0d5533..f11b25eff 100644
--- a/x2text-service/app/util.py
+++ b/x2text-service/app/util.py
@@ -12,7 +12,8 @@ def get_value_for_key(key: str, form_data: dict[str, Any]) -> str:
     @staticmethod
     def get_text_content(json_response: dict[str, Any]) -> str:
         combined_text: str = "\n".join(
-            item["text"] for item in json_response  # type:ignore
+            item["text"]
+            for item in json_response  # type:ignore
         )
         return combined_text
 
diff --git a/x2text-service/pdm.lock b/x2text-service/pdm.lock
deleted file mode 100644
index b4962d979..000000000
--- a/x2text-service/pdm.lock
+++ /dev/null
@@ -1,926 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "deploy"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.2"
-content_hash = "sha256:1c83745817d05f254d2a6277fd8cd9193d714eb1fd9e843d537be6eed1ffe0ec"
-
-[[package]]
-name = "blinker"
-version = "1.9.0"
-requires_python = ">=3.9"
-summary = "Fast, simple object-to-object and broadcast signaling"
-groups = ["default"]
-files = [
-    {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
-    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
-]
-
-[[package]]
-name = "certifi"
-version = "2025.1.31"
-requires_python = ">=3.6"
-summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["default", "deploy"]
-files = [
-    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
-    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
-]
-
-[[package]]
-name = "cffi"
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diff --git a/x2text-service/pyproject.toml b/x2text-service/pyproject.toml
index 484ac80ee..2468a430c 100644
--- a/x2text-service/pyproject.toml
+++ b/x2text-service/pyproject.toml
@@ -1,10 +1,12 @@
 [project]
 name = "unstract-x2text-service"
 version = "0.1.0"
-description = "Default template for PDM package"
-authors = [
-    {name = "Zipstack inc", email = "devsupport@zipstack.com"},
-]
+description = "X2TEXT Service"
+authors = [{ name = "Zipstack inc", email = "devsupport@zipstack.com" }]
+requires-python = ">=3.12,<3.13"
+readme = "README.md"
+license = { text = "MIT" }
+
 dependencies = [
     "Flask>=3.0.1",
     "flask-sqlalchemy>=3.1.1",
@@ -13,11 +15,8 @@ dependencies = [
     "peewee>=3.17.0",
     "psycopg2-binary~=2.9",
 ]
-requires-python = ">=3.9,<3.11.1"
-readme = "README.md"
-license = {text = "MIT"}
 
-[project.optional-dependencies]
+[dependency-groups]
 deploy = [
     "gunicorn[gevent]~=23.0",
     # OpenTelemetry for tracing and profiling
diff --git a/x2text-service/uv.lock b/x2text-service/uv.lock
new file mode 100644
index 000000000..3dc1b3d82
--- /dev/null
+++ b/x2text-service/uv.lock
@@ -0,0 +1,643 @@
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+revision = 1
+requires-python = "==3.12.*"
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