diff --git a/code/feature-parity-testing/preamble.rs b/code/feature-parity-testing/preamble.rs
index 849fd00cd..4a9581457 100644
--- a/code/feature-parity-testing/preamble.rs
+++ b/code/feature-parity-testing/preamble.rs
@@ -2,7 +2,7 @@
 mod tests {
     use std::{error, path::PathBuf, str::FromStr};
 
-    // Use gadget-scfs to get interegate feature lists from clusters
+    // Use gadget-scfs to get interrogate feature lists from clusters
     // must have `gadgets-scfs = "0.2.0" in Cargo.toml [dev-dependencies] to use
     use gadgets_scfs::{ScfsCriteria, ScfsMatrix, SCFS_DEVNET};
     use solana_client::rpc_client::RpcClient;
diff --git a/docs/guides/get-program-accounts.md b/docs/guides/get-program-accounts.md
index 75702dc43..054b6a30e 100644
--- a/docs/guides/get-program-accounts.md
+++ b/docs/guides/get-program-accounts.md
@@ -76,7 +76,7 @@ By default `getProgramAccounts` will return an array of JSON objects with the fo
 `getProgramAccounts` is a versatile RPC method that returns all accounts owned by a program. We can use `getProgramAccounts` for a number of useful queries, such as finding:
 
 - All token accounts for a particular wallet
-- All token accounts for a particular mint (i.e. All [SRM](https://www.projectserum.com/) holders)
+- All token accounts for a particular mint (i.e. All [SRM](https://docs.projectserum.com/) holders)
 - All custom accounts for a particular program (i.e. All [Mango](https://mango.markets/) users)
 
 Despite its usefulness, `getProgramAccounts` is often misunderstood due to its current constraints. Many of the queries supported by `getProgramAccounts` require RPC nodes to scan large sets of data. These scans are both memory and resource intensive. As a result, calls that are too frequent or too large in scope can result in connection timeouts. Furthermore, at the time of this writing, the `getProgramAccounts` endpoint does not support pagination. If the results of a query are too large, the response will be truncated.
diff --git a/docs/guides/versioned-transactions.md b/docs/guides/versioned-transactions.md
index a407f41cd..cdeccac9b 100644
--- a/docs/guides/versioned-transactions.md
+++ b/docs/guides/versioned-transactions.md
@@ -272,4 +272,4 @@ const getTx = await connection.getTransaction(
 
 ## References
 * [Transactions-V2 Proposal](https://beta.docs.solana.com/proposals/transactions-v2)
-* [Developing with Versioned Transactions](https://beta.docs.solana.com/developing/versioned-transactions)
\ No newline at end of file
+* [Developing with Versioned Transactions](https://solanacookbook.com/guides/versioned-transactions.html)
\ No newline at end of file