Updating codeblocks

Author: ajosh0504

docs/40-agent-tools/2-create-vector-search-index.mdx

@@ -2,4 +2,19 @@
 
 To retrieve documents using vector search, you must configure a vector search index on the collection you want to perform vector search against.
 
-Run the cells under the **Step 3: Create a vector search index** section in the notebook to create a vector search index.
+Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 3: Create a vector search index** section in the notebook to create a vector search index.
+
+The answers for code blocks in this section are as follows:
+
+**CODE_BLOCK_1**
+
+<details>
+<summary>Answer</summary>
+<div>
+
+```python
+create_index(vs_collection, VS_INDEX_NAME, model)
+```
+
+</div>
+</details>

docs/40-agent-tools/3-create-agent-tools.mdx

@@ -14,7 +14,7 @@ The answers for code blocks in this section are as follows:
 
 ## Vector search tool
 
-**CODE_BLOCK_1**
+**CODE_BLOCK_2**
 
 <details>
 <summary>Answer</summary>
@@ -25,7 +25,7 @@ embedding_model.encode(text)
 </div>
 </details>
 
-**CODE_BLOCK_2**
+**CODE_BLOCK_3**
 
 <details>
 <summary>Answer</summary>
@@ -36,7 +36,7 @@ get_embedding(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_3**
+**CODE_BLOCK_4**
 
 <details>
 <summary>Answer</summary>
@@ -64,7 +64,7 @@ get_embedding(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_4**
+**CODE_BLOCK_5**
 
 <details>
 <summary>Answer</summary>
@@ -77,7 +77,7 @@ vs_collection.aggregate(pipeline)
 
 ## Get page content tool
 
-**CODE_BLOCK_5**
+**CODE_BLOCK_6**
 
 <details>
 <summary>Answer</summary>
@@ -88,7 +88,7 @@ vs_collection.aggregate(pipeline)
 </div>
 </details>
 
-**CODE_BLOCK_6**
+**CODE_BLOCK_7**
 
 <details>
 <summary>Answer</summary>
@@ -99,7 +99,7 @@ vs_collection.aggregate(pipeline)
 </div>
 </details>
 
-**CODE_BLOCK_7**
+**CODE_BLOCK_8**
 
 <details>
 <summary>Answer</summary>

docs/50-create-agent/3-instantiate-llm.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 6:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_88**
+**CODE_BLOCK_9**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ llm.bind_tools(tools)
 </div>
 </details>
 
-**CODE_BLOCK_9**
+**CODE_BLOCK_10**
 
 <details>
 <summary>Answer</summary>

docs/50-create-agent/4-define-graph-nodes.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 7:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_10**
+**CODE_BLOCK_11**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ state["messages"]
 </div>
 </details>
 
-**CODE_BLOCK_11**
+**CODE_BLOCK_12**
 
 <details>
 <summary>Answer</summary>
@@ -28,7 +28,7 @@ llm_with_tools.invoke(messages)
 </div>
 </details>
 
-**CODE_BLOCK_12**
+**CODE_BLOCK_13**
 
 <details>
 <summary>Answer</summary>

docs/50-create-agent/6-build-and-execute-graph.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 9:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_13**
+**CODE_BLOCK_14**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ graph.add_node("agent", agent)
 </div>
 </details>
 
-**CODE_BLOCK_14**
+**CODE_BLOCK_15**
 
 <details>
 <summary>Answer</summary>
@@ -28,7 +28,7 @@ graph.add_node("tools", tool_node)
 </div>
 </details>
 
-**CODE_BLOCK_15**
+**CODE_BLOCK_16**
 
 <details>
 <summary>Answer</summary>
@@ -39,7 +39,7 @@ graph.add_edge(START, "agent")
 </div>
 </details>
 
-**CODE_BLOCK_16**
+**CODE_BLOCK_17**
 
 <details>
 <summary>Answer</summary>
@@ -50,7 +50,7 @@ graph.add_edge("tools", "agent")
 </div>
 </details>
 
-**CODE_BLOCK_17**
+**CODE_BLOCK_18**
 
 <details>
 <summary>Answer</summary>

docs/60-adding-memory/2-adding-memory.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 11:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_18**
+**CODE_BLOCK_19**
 
 <details>
 <summary>Answer</summary>