diff --git a/examples/Retrieval/docs/sample.txt b/examples/Retrieval/docs/sample.txt
new file mode 100644
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--- /dev/null
+++ b/examples/Retrieval/docs/sample.txt
@@ -0,0 +1,53 @@
+NATIONAL ELIGIBILITY CUM ENTRANCE TEST (NEET)
+
+Introduction:
+The National Eligibility cum Entrance Test (NEET) is the single medical entrance examination in India for admission to MBBS, BDS, and other undergraduate medical courses in approved medical and dental colleges. It replaced multiple medical entrance exams with a single standardized test.
+
+Key Details:
+
+1. Conducting Body:
+- Conducted by the National Testing Agency (NTA)
+- Under the Ministry of Education, Government of India
+
+2. Exam Pattern:
+- Mode: Pen and paper based (offline)
+- Duration: 3 hours 20 minutes
+- Questions: 200 multiple-choice questions (180 to be attempted)
+- Subjects: Physics (45), Chemistry (45), Biology (90)
+- Marking Scheme: +4 for correct, -1 for incorrect
+
+3. Eligibility Criteria:
+- Age Limit: Minimum 17 years (no upper limit)
+- Educational Qualification: 10+2 with Physics, Chemistry, Biology/Biotechnology
+- Minimum Marks: 50% for General, 40% for SC/ST/OBC
+
+4. Important Dates (2024):
+- Application Start: March 2024
+- Exam Date: May 5, 2024
+- Result Declaration: June 2024
+
+5. Syllabus:
+- Physics: Mechanics, Thermodynamics, Optics, etc.
+- Chemistry: Organic, Inorganic, Physical Chemistry
+- Biology: Botany and Zoology
+
+6. Participating Institutions:
+- All government and private medical colleges (except AIIMS and JIPMER)
+- 15% All India Quota seats
+- 85% State Quota seats
+
+7. NEET UG Cutoff (2023):
+- General: 137-720
+- OBC/SC/ST: Lower cutoff ranges
+
+8. Preparation Tips:
+- Focus on NCERT textbooks
+- Regular practice of MCQs
+- Take mock tests
+- Time management during exam
+
+9. Contact Information:
+- Official Website: neet.nta.nic.in
+- Helpline: 011-40759000
+
+Note: NEET is the only medical entrance test for undergraduate courses in India as per the Supreme Court ruling. All admissions to MBBS/BDS courses are done through NEET scores.
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diff --git a/examples/Retrieval/docs/test_neet.txt b/examples/Retrieval/docs/test_neet.txt
new file mode 100644
index 00000000..1f2d1cc3
--- /dev/null
+++ b/examples/Retrieval/docs/test_neet.txt
@@ -0,0 +1,53 @@
+NATIONAL ELIGIBILITY CUM ENTRANCE TEST (NEET)
+
+Introduction:
+The National Eligibility cum Entrance Test (NEET) is the single medical entrance examination in India for admission to MBBS, BDS, and other undergraduate medical courses in approved medical and dental colleges. It replaced multiple medical entrance exams with a single standardized test.
+
+Key Details:
+
+1. Conducting Body:
+- Conducted by the National Testing Agency (NTA)
+- Under the Ministry of Education, Government of India
+
+2. Exam Pattern:
+- Mode: Pen and paper based (offline)
+- Duration: 3 hours 20 minutes
+- Questions: 200 multiple-choice questions (180 to be attempted)
+- Subjects: Physics (45), Chemistry (45), Biology (90)
+- Marking Scheme: +4 for correct, -1 for incorrect
+
+3. Eligibility Criteria:
+- Age Limit: Minimum 17 years (no upper limit)
+- Educational Qualification: 10+2 with Physics, Chemistry, Biology/Biotechnology
+- Minimum Marks: 50% for General, 40% for SC/ST/OBC
+
+4. Important Dates (2024):
+- Application Start: March 2024
+- Exam Date: May 5, 2024
+- Result Declaration: June 2024
+
+5. Syllabus:
+- Physics: Mechanics, Thermodynamics, Optics, etc.
+- Chemistry: Organic, Inorganic, Physical Chemistry
+- Biology: Botany and Zoology
+
+6. Participating Institutions:
+- All government and private medical colleges (except AIIMS and JIPMER)
+- 15% All India Quota seats
+- 85% State Quota seats
+
+7. NEET UG Cutoff (2023):
+- General: 137-720
+- OBC/SC/ST: Lower cutoff ranges
+
+8. Preparation Tips:
+- Focus on NCERT textbooks
+- Regular practice of MCQs
+- Take mock tests
+- Time management during exam
+
+9. Contact Information:
+- Official Website: neet.nta.nic.in
+- Helpline: 011-40759000
+
+Note: NEET is the only medical entrance test for undergraduate courses in India as per the Supreme Court ruling. All admissions to MBBS/BDS courses are done through NEET scores.
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diff --git a/examples/Retrieval/document_qa_bot.md b/examples/Retrieval/document_qa_bot.md
new file mode 100644
index 00000000..7457535f
--- /dev/null
+++ b/examples/Retrieval/document_qa_bot.md
@@ -0,0 +1,14 @@
+# 📄 Document Q&A Bot using LLMWare
+
+This example shows how to build a simple command-line chatbot that can answer questions from a document using LLMWare's built-in retrieval.
+
+### 📁 Files:
+- `sample.txt`: A small text file used for testing.
+- `document_qa_bot.py`: Loads the document, indexes it, and runs a Q&A chatbot.
+
+### 🚀 How to Run
+
+```bash
+cd examples
+cd Retrieval
+python document_qa_bot.py
diff --git a/examples/Retrieval/document_qa_bot.py b/examples/Retrieval/document_qa_bot.py
new file mode 100644
index 00000000..669803be
--- /dev/null
+++ b/examples/Retrieval/document_qa_bot.py
@@ -0,0 +1,87 @@
+import os
+import shutil
+from llmware.library import Library
+from llmware.retrieval import Query
+
+def setup_environment(docs_folder):
+    """Ensure docs folder exists and contains test files"""
+    os.makedirs(docs_folder, exist_ok=True)
+    
+    test_file = os.path.join(docs_folder, "test_neet.txt")
+    if not os.path.exists(test_file):
+        with open(test_file, "w", encoding="utf-8") as f:
+            f.write("NEET stands for National Eligibility cum Entrance Test. "
+                   "It is India's medical entrance examination for undergraduate programs.")
+        print(f"Created test file: {test_file}")
+
+def create_fresh_library(library_name):
+    """Create a completely clean library"""
+    # Delete if exists
+    if Library().check_if_library_exists(library_name):
+        Library().delete_library(library_name)
+    
+    # Manual cleanup
+    lib_path = os.path.join(os.path.expanduser("~"), "llmware", "libraries", library_name)
+    if os.path.exists(lib_path):
+        shutil.rmtree(lib_path)
+    
+    # Create new
+    return Library().create_new_library(library_name)
+
+def process_documents(library, docs_folder):
+    """Add and process documents with clear feedback"""
+    print("\nProcessing documents:")
+    doc_files = [f for f in os.listdir(docs_folder) 
+                if f.endswith(('.pdf', '.docx', '.txt', '.pptx', '.md'))]
+    
+    for doc in doc_files:
+        print(f"- Found: {doc}")
+    
+    # Process documents (v0.4.1 compatible)
+    result = library.add_files(input_folder_path=docs_folder,
+                             chunk_size=400)
+    
+    library.generate_knowledge_graph()
+    print("\nDocuments processed successfully!")
+
+def query_documents(library):
+    """Interactive query interface"""
+    print("\nReady for queries. Try asking about:")
+    print("- NEET exam")
+    print("- Medical entrance")
+    print("- What NEET stands for")
+    
+    while True:
+        query = input("\nYour question (or 'quit'): ").strip()
+        if query.lower() in ('quit', 'exit'):
+            break
+        
+        results = Query(library).text_query(query, result_count=2)
+        
+        if results:
+            print(f"\nFound {len(results)} results:")
+            for i, res in enumerate(results, 1):
+                print(f"\n{i}. From {res['file_source']}:")
+                print(res['text'][:300].replace('\n', ' ') + "...")
+        else:
+            print("\nNo results found. Try rephrasing or check document content.")
+
+if __name__ == "__main__":
+    # Configuration - matches your exact paths
+    DOCS_FOLDER = r"C:\Users\rites\llmware\examples\Retrieval\docs"
+    LIB_NAME = "neet_library"
+    
+    print("NEET Document QA System (llmware v0.4.1)")
+    print(f"Using documents from: {DOCS_FOLDER}")
+    
+    # Setup environment
+    setup_environment(DOCS_FOLDER)
+    
+    # Create fresh library
+    lib = create_fresh_library(LIB_NAME)
+    
+    # Process documents
+    process_documents(lib, DOCS_FOLDER)
+    
+    # Start query session
+    query_documents(lib)
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