Merge commit '97065771025fb4e42b22c1f3baf2d191c3c4dfc4' into minh/s2s_context_summary

Author: minh-hoque

examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct.ipynb

@@ -27,7 +27,7 @@
    "source": [
     "This particular GPT Action provides an overview of how to connect to a Snowflake Data Warehouse. This Action takes a user’s question, scans the relevant tables to gather the data schema, then writes a SQL query to answer the user’s question.\n",
     "\n",
-    "Note: This cookbook returns back a [ResultSet SQL statement](https://docs.snowflake.com/en/developer-guide/sql-api/handling-responses#getting-the-data-from-the-results), rather than the full result that is not limited by GPT Actions application/json payload limit. For production and advanced use-case, a middleware is required to return back a CSV file. You can follow instructions in the [GPT Actions - Snowflake Middleware cookbook](../gpt_action_snowflake_middleware) to implement this flow instead."
+    "Note: This cookbook returns back a [ResultSet SQL statement](https://docs.snowflake.com/en/developer-guide/sql-api/handling-responses#getting-the-data-from-the-results), rather than the full result that is not limited by GPT Actions application/json payload limit. For production and advanced use-case, a middleware is required to return back a CSV file. You can follow instructions in the [GPT Actions - Snowflake Middleware cookbook](../gpt_actions_library/gpt_action_snowflake_middleware) to implement this flow instead."
    ]
   },
   {

examples/partners/model_selection_guide/model_selection_guide.ipynb

@@ -1690,7 +1690,7 @@
     "- **Improved Scratchpad Tool**: The scratchpad tool could be given more choices such as editing or deleting past memory. This would allow the model to choose whatever is most relevant to the question at hand\n",
     "- **Adjust Depth**: We can adjust the depth of the hierarchical navigation to find the right balance between cost and performance. Certain usecases will require sentence level citations (like legal documents), while others may only require paragraph level citations (like news articles). \n",
     "\n",
-    "## 6. Takeaways\n",
+    "## 7. Takeaways\n",
     "\n",
     "1. **Context Window is a Superpower:** Million-token context windows make it possible to navigate documents on-the-fly.\n",
     "2. **Hierarchical Approach Mimics Human Reading:** Agentic routing works like a human skimming a document for relevant sections.\n",