Updating code blocks, screenshots

Author: ajosh0504

docs/20-getting-started/3-setup-pre-reqs.mdx

@@ -10,7 +10,7 @@ The answers for code blocks in this section are as follows:
 <summary>Answer</summary>
 <div>
 ```python
-mongodb_client[DB_NAME][VS_COLLECTION_NAME]
+mongodb_client[DB_NAME]
 ```
 </div>
 </details>
@@ -21,7 +21,18 @@ mongodb_client[DB_NAME][VS_COLLECTION_NAME]
 <summary>Answer</summary>
 <div>
 ```python
-mongodb_client[DB_NAME][FULL_COLLECTION_NAME]
+db[VS_COLLECTION_NAME]
+```
+</div>
+</details>
+
+**CODE_BLOCK_3**
+
+<details>
+<summary>Answer</summary>
+<div>
+```python
+db[FULL_COLLECTION_NAME]
 ```
 </div>
 </details>

docs/30-agent-tools/2-import-data.mdx

@@ -16,7 +16,7 @@ To verify that the data has been imported into your MongoDB cluster, navigate to
 
 <Screenshot url="https://cloud.mongodb.com" src="img/screenshots/30-agent-tools/2-import-data/1-browse-collections.png" alt="Browse collections" />
 
-Ensure that you see a database called _mongodb_genai_devday_, and two collections namely _chunked_docs_ and _full_docs_ under it. Note the number and format of documents in both the collections.
+Ensure that you see a database called _mongodb_genai_devday_, and two collections namely _mongodb-docs_ and _mongodb-docs-embedded_ under it. Note the number and format of documents in both the collections.
 
 <Screenshot url="https://cloud.mongodb.com" src="img/screenshots/30-agent-tools/2-import-data/2-chunked-collection.png" alt="Chunked collection" />
 

docs/30-agent-tools/3-create-vector-search-index.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 3:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_3**
+**CODE_BLOCK_4**
 
 <details>
 <summary>Answer</summary>
@@ -21,7 +21,7 @@ To verify that the index was created, navigate to the **Overview** page in the A
 
 <Screenshot url="https://cloud.mongodb.com" src="img/screenshots/30-agent-tools/3-create-vector-search-index/1-browse-collections.png" alt="Browse collections" />
 
-Navigate to **Search Indexes** for the _chunked_docs_ collection in the _mongodb_genai_devday_ database.
+Navigate to **Search Indexes** for the _mongodb-docs-embedded_ collection in the _mongodb_genai_devday_ database.
 
 <Screenshot url="https://cloud.mongodb.com" src="img/screenshots/30-agent-tools/3-create-vector-search-index/2-nav-search-indexes.png" alt="Navigate to search indexes" />
 

docs/30-agent-tools/4-create-agent-tools.mdx

@@ -12,7 +12,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 4:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_4**
+**CODE_BLOCK_5**
 
 <details>
 <summary>Answer</summary>
@@ -23,7 +23,7 @@ embedding_model.encode(text)
 </div>
 </details>
 
-**CODE_BLOCK_5**
+**CODE_BLOCK_6**
 
 <details>
 <summary>Answer</summary>
@@ -34,7 +34,7 @@ get_embedding(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_6**
+**CODE_BLOCK_7**
 
 <details>
 <summary>Answer</summary>
@@ -62,7 +62,7 @@ get_embedding(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_7**
+**CODE_BLOCK_8**
 
 <details>
 <summary>Answer</summary>
@@ -73,7 +73,7 @@ vs_collection.aggregate(pipeline)
 </div>
 </details>
 
-**CODE_BLOCK_8**
+**CODE_BLOCK_9**
 
 <details>
 <summary>Answer</summary>
@@ -84,7 +84,7 @@ vs_collection.aggregate(pipeline)
 </div>
 </details>
 
-**CODE_BLOCK_9**
+**CODE_BLOCK_10**
 
 <details>
 <summary>Answer</summary>
@@ -95,7 +95,7 @@ vs_collection.aggregate(pipeline)
 </div>
 </details>
 
-**CODE_BLOCK_10**
+**CODE_BLOCK_11**
 
 <details>
 <summary>Answer</summary>

docs/40-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_11**
+**CODE_BLOCK_12**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ llm.bind_tools(tools)
 </div>
 </details>
 
-**CODE_BLOCK_12**
+**CODE_BLOCK_13**
 
 <details>
 <summary>Answer</summary>

docs/40-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_13**
+**CODE_BLOCK_14**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ state["messages"]
 </div>
 </details>
 
-**CODE_BLOCK_14**
+**CODE_BLOCK_15**
 
 <details>
 <summary>Answer</summary>
@@ -28,7 +28,7 @@ llm_with_tools.invoke(messages)
 </div>
 </details>
 
-**CODE_BLOCK_15**
+**CODE_BLOCK_16**
 
 <details>
 <summary>Answer</summary>

docs/40-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_16**
+**CODE_BLOCK_17**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ graph.add_node("agent", agent)
 </div>
 </details>
 
-**CODE_BLOCK_17**
+**CODE_BLOCK_18**
 
 <details>
 <summary>Answer</summary>
@@ -28,7 +28,7 @@ graph.add_node("tools", tool_node)
 </div>
 </details>
 
-**CODE_BLOCK_18**
+**CODE_BLOCK_19**
 
 <details>
 <summary>Answer</summary>
@@ -39,7 +39,7 @@ graph.add_edge(START, "agent")
 </div>
 </details>
 
-**CODE_BLOCK_19**
+**CODE_BLOCK_20**
 
 <details>
 <summary>Answer</summary>
@@ -50,7 +50,7 @@ graph.add_edge("tools", "agent")
 </div>
 </details>
 
-**CODE_BLOCK_20**
+**CODE_BLOCK_21**
 
 <details>
 <summary>Answer</summary>

docs/50-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_21**
+**CODE_BLOCK_22**
 
 <details>
 <summary>Answer</summary>