diff --git a/docs/home.mdx b/docs/home.mdx
index 29ed810a..45443b3d 100644
--- a/docs/home.mdx
+++ b/docs/home.mdx
@@ -94,10 +94,14 @@ seo:
     Agents remember past interactions across sessions. Short-term, long-term, and episodic memory systems keep context without re-prompting.
     
     ```python
+    from praisonaiagents import Agent, MemoryConfig
+    
     agent = Agent(
         name="assistant",
-        memory=True,             # Enable persistent memory
-        user_id="user_123"       # Scoped to specific user
+        memory=MemoryConfig(
+            backend="file",
+            user_id="user_123"
+        )
     )
     ```
   </Accordion>
@@ -106,10 +110,12 @@ seo:
     Connect agents to your documents, databases, and APIs. Built-in RAG with auto-chunking, embeddings, and semantic search.
     
     ```python
+    from praisonaiagents import Agent
+    
     agent = Agent(
         name="researcher",
-        knowledge="./docs/",       # Local documents
-        knowledge_sources=[        # Or multiple sources
+        knowledge=[                # Multiple knowledge sources
+            "./docs/",
             "https://example.com/api",
             "./pdfs/"
         ]