From d79b43f2c37062c33222c3dbdd64219c676f8363 Mon Sep 17 00:00:00 2001
From: Mark Sze <mark@sze.family>
Date: Sun, 25 Aug 2024 02:19:22 +0000
Subject: [PATCH 1/6] Updated repo links

---
 website/docs/Examples.md                     | 68 ++++++++++----------
 website/docs/FAQ.mdx                         |  2 +-
 website/docs/Getting-Started.mdx             |  6 +-
 website/docs/Migration-Guide.md              |  2 +-
 website/docs/Use-Cases/agent_chat.md         |  6 +-
 website/docs/Use-Cases/enhanced_inference.md |  4 +-
 website/docs/tutorial/what-next.md           |  2 +-
 7 files changed, 45 insertions(+), 45 deletions(-)

diff --git a/website/docs/Examples.md b/website/docs/Examples.md
index d33156f3f2ce..e0d3b90fb133 100644
--- a/website/docs/Examples.md
+++ b/website/docs/Examples.md
@@ -18,7 +18,7 @@ Links to notebook examples:
 - Automated Task Solving by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat)
 - Automated Data Visualization by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_vis)
 - Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_research)
-- Automated Task Solving with Coding & Planning Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_planning.ipynb)
+- Automated Task Solving with Coding & Planning Agents - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_planning.ipynb)
 - Automated Task Solving with transition paths specified in a graph - [View Notebook](https://autogen-ai.github.io/autogen/docs/notebooks/agentchat_groupchat_finite_state_machine)
 - Running a group chat as an inner-monolgue via the SocietyOfMindAgent - [View Notebook](/docs/notebooks/agentchat_society_of_mind)
 - Running a group chat with custom speaker selection function - [View Notebook](/docs/notebooks/agentchat_groupchat_customized)
@@ -38,73 +38,73 @@ Links to notebook examples:
 
 ### Applications
 
-- Automated Continual Learning from New Data - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
-- [OptiGuide](https://github.com/microsoft/optiguide) - Coding, Tool Using, Safeguarding & Question Answering for Supply Chain Optimization
-- [AutoAnny](https://github.com/microsoft/autogen/tree/main/samples/apps/auto-anny) - A Discord bot built using AutoGen
+- Automated Continual Learning from New Data - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_stream.ipynb)
+<!-- - [OptiGuide](https://github.com/microsoft/optiguide) - Coding, Tool Using, Safeguarding & Question Answering for Supply Chain Optimization -->
+- [AutoAnny](https://github.com/autogen-ai/autogen/tree/main/samples/apps/auto-anny) - A Discord bot built using AutoGen
 
 ### Tool Use
 
-- **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_web_info.ipynb)
+- **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_web_info.ipynb)
 - Use Provided Tools as Functions - [View Notebook](/docs/notebooks/agentchat_function_call_currency_calculator)
 - Use Tools via Sync and Async Function Calling - [View Notebook](/docs/notebooks/agentchat_function_call_async)
-- Task Solving with Langchain Provided Tools as Functions - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_langchain.ipynb)
+- Task Solving with Langchain Provided Tools as Functions - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_langchain.ipynb)
 - **RAG**: Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_RAG)
-- Function Inception: Enable AutoGen agents to update/remove functions during conversations. - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_inception_function.ipynb)
+- Function Inception: Enable AutoGen agents to update/remove functions during conversations. - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_inception_function.ipynb)
 - Agent Chat with Whisper - [View Notebook](/docs/notebooks/agentchat_video_transcript_translate_with_whisper)
-- Constrained Responses via Guidance - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_guidance.ipynb)
-- Browse the Web with Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_surfer.ipynb)
-- **SQL**: Natural Language Text to SQL Query using the [Spider](https://yale-lily.github.io/spider) Text-to-SQL Benchmark - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_sql_spider.ipynb)
+- Constrained Responses via Guidance - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_guidance.ipynb)
+- Browse the Web with Agents - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_surfer.ipynb)
+- **SQL**: Natural Language Text to SQL Query using the [Spider](https://yale-lily.github.io/spider) Text-to-SQL Benchmark - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_sql_spider.ipynb)
 - **Web Scraping**: Web Scraping with Apify - [View Notebook](/docs/notebooks/agentchat_webscraping_with_apify)
-- **Write a software app, task by task, with specially designed functions.** - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_function_call_code_writing.ipynb).
+- **Write a software app, task by task, with specially designed functions.** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_function_call_code_writing.ipynb).
 
 ### Human Involvement
 
-- Simple example in ChatGPT style [View example](https://github.com/microsoft/autogen/blob/main/samples/simple_chat.py)
-- Auto Code Generation, Execution, Debugging and **Human Feedback** - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_human_feedback.ipynb)
-- Automated Task Solving with GPT-4 + **Multiple Human Users** - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_two_users.ipynb)
-- Agent Chat with **Async Human Inputs** - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/Async_human_input.ipynb)
+- Simple example in ChatGPT style [View example](https://github.com/autogen-ai/autogen/blob/main/samples/simple_chat.py)
+- Auto Code Generation, Execution, Debugging and **Human Feedback** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_human_feedback.ipynb)
+- Automated Task Solving with GPT-4 + **Multiple Human Users** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_two_users.ipynb)
+- Agent Chat with **Async Human Inputs** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/Async_human_input.ipynb)
 
 ### Agent Teaching and Learning
 
 - Teach Agents New Skills & Reuse via Automated Chat - [View Notebook](/docs/notebooks/agentchat_teaching)
 - Teach Agents New Facts, User Preferences and Skills Beyond Coding - [View Notebook](/docs/notebooks/agentchat_teachability)
-- Teach OpenAI Assistants Through GPTAssistantAgent - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teachable_oai_assistants.ipynb)
-- Agent Optimizer: Train Agents in an Agentic Way - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_agentoptimizer.ipynb)
+- Teach OpenAI Assistants Through GPTAssistantAgent - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_teachable_oai_assistants.ipynb)
+- Agent Optimizer: Train Agents in an Agentic Way - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_agentoptimizer.ipynb)
 
 ### Multi-Agent Chat with OpenAI Assistants in the loop
 
-- Hello-World Chat with OpenAi Assistant in AutoGen - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_oai_assistant_twoagents_basic.ipynb)
-- Chat with OpenAI Assistant using Function Call - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_oai_assistant_function_call.ipynb)
-- Chat with OpenAI Assistant with Code Interpreter - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_oai_code_interpreter.ipynb)
-- Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_oai_assistant_retrieval.ipynb)
-- OpenAI Assistant in a Group Chat - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_oai_assistant_groupchat.ipynb)
-- GPTAssistantAgent based Multi-Agent Tool Use - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/gpt_assistant_agent_function_call.ipynb)
+- Hello-World Chat with OpenAi Assistant in AutoGen - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_twoagents_basic.ipynb)
+- Chat with OpenAI Assistant using Function Call - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_function_call.ipynb)
+- Chat with OpenAI Assistant with Code Interpreter - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_code_interpreter.ipynb)
+- Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_retrieval.ipynb)
+- OpenAI Assistant in a Group Chat - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_groupchat.ipynb)
+- GPTAssistantAgent based Multi-Agent Tool Use - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/gpt_assistant_agent_function_call.ipynb)
 
 ### Non-OpenAI Models
 - Conversational Chess using non-OpenAI Models - [View Notebook](/docs/notebooks/agentchat_nested_chats_chess_altmodels)
 
 ### Multimodal Agent
 
-- Multimodal Agent Chat with DALLE and GPT-4V   - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_dalle_and_gpt4v.ipynb)
-- Multimodal Agent Chat with Llava  - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_lmm_llava.ipynb)
-- Multimodal Agent Chat with GPT-4V - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_lmm_gpt-4v.ipynb)
+- Multimodal Agent Chat with DALLE and GPT-4V   - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_dalle_and_gpt4v.ipynb)
+- Multimodal Agent Chat with Llava  - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_lmm_llava.ipynb)
+- Multimodal Agent Chat with GPT-4V - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_lmm_gpt-4v.ipynb)
 
 ### Long Context Handling
 
-<!-- - Conversations with Chat History Compression Enabled - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_compression.ipynb) -->
+<!-- - Conversations with Chat History Compression Enabled - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_compression.ipynb) -->
 - Long Context Handling as A Capability - [View Notebook](/docs/notebooks/agentchat_transform_messages)
 
 ### Evaluation and Assessment
 
-- AgentEval: A Multi-Agent System for Assess Utility of LLM-powered Applications - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agenteval_cq_math.ipynb)
+- AgentEval: A Multi-Agent System for Assess Utility of LLM-powered Applications - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agenteval_cq_math.ipynb)
 
 ### Automatic Agent Building
 
-- Automatically Build Multi-agent System with AgentBuilder - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/autobuild_basic.ipynb)
-- Automatically Build Multi-agent System from Agent Library - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/autobuild_agent_library.ipynb)
+- Automatically Build Multi-agent System with AgentBuilder - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/autobuild_basic.ipynb)
+- Automatically Build Multi-agent System from Agent Library - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/autobuild_agent_library.ipynb)
 
 ### Observability
-- Track LLM calls, tool usage, actions and errors using AgentOps - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_agentops.ipynb)
+- Track LLM calls, tool usage, actions and errors using AgentOps - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_agentops.ipynb)
 
 ## Enhanced Inferences
 
@@ -112,7 +112,7 @@ Links to notebook examples:
 
 - API Unification  - [View Documentation with Code Example](https://autogen-ai.github.io/autogen/docs/Use-Cases/enhanced_inference/#api-unification)
 - Utility Functions to Help Managing API configurations effectively - [View Notebook](/docs/topics/llm_configuration)
-- Cost Calculation - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_cost_token_tracking.ipynb)
+- Cost Calculation - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_cost_token_tracking.ipynb)
 
 ### Inference Hyperparameters Tuning
 
@@ -120,5 +120,5 @@ AutoGen offers a cost-effective hyperparameter optimization technique [EcoOptiGe
 Please find documentation about this feature [here](/docs/Use-Cases/enhanced_inference).
 
 Links to notebook examples:
-* [Optimize for Code Generation](https://github.com/microsoft/autogen/blob/main/notebook/oai_completion.ipynb) | [Open in colab](https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/oai_completion.ipynb)
-* [Optimize for Math](https://github.com/microsoft/autogen/blob/main/notebook/oai_chatgpt_gpt4.ipynb) | [Open in colab](https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/oai_chatgpt_gpt4.ipynb)
+* [Optimize for Code Generation](https://github.com/autogen-ai/autogen/blob/main/notebook/oai_completion.ipynb) | [Open in colab](https://colab.research.google.com/github/autogen-ai/autogen/blob/main/notebook/oai_completion.ipynb)
+* [Optimize for Math](https://github.com/autogen-ai/autogen/blob/main/notebook/oai_chatgpt_gpt4.ipynb) | [Open in colab](https://colab.research.google.com/github/autogen-ai/autogen/blob/main/notebook/oai_chatgpt_gpt4.ipynb)
diff --git a/website/docs/FAQ.mdx b/website/docs/FAQ.mdx
index ebe44a4381cb..95a96671b0d7 100644
--- a/website/docs/FAQ.mdx
+++ b/website/docs/FAQ.mdx
@@ -106,7 +106,7 @@ for each code-execution agent, or set `AUTOGEN_USE_DOCKER` to `False` as an
 environment variable.
 
 You can also develop your AutoGen application in a docker container.
-For example, when developing in [GitHub codespace](https://codespaces.new/microsoft/autogen?quickstart=1),
+For example, when developing in [GitHub codespace](https://codespaces.new/autogen-ai/autogen?quickstart=1),
 AutoGen runs in a docker container.
 If you are not developing in GitHub Codespaces,
 follow instructions [here](installation/Docker.md#option-1-install-and-run-autogen-in-docker)
diff --git a/website/docs/Getting-Started.mdx b/website/docs/Getting-Started.mdx
index 3e162a098327..30810e68d55d 100644
--- a/website/docs/Getting-Started.mdx
+++ b/website/docs/Getting-Started.mdx
@@ -118,7 +118,7 @@ Learn more about configuring LLMs for agents [here](/docs/topics/llm_configurati
 #### Multi-Agent Conversation Framework
 
 Autogen enables the next-gen LLM applications with a generic multi-agent conversation framework. It offers customizable and conversable agents which integrate LLMs, tools, and humans.
-By automating chat among multiple capable agents, one can easily make them collectively perform tasks autonomously or with human feedback, including tasks that require using tools via code. For [example](https://github.com/microsoft/autogen/blob/main/test/twoagent.py),
+By automating chat among multiple capable agents, one can easily make them collectively perform tasks autonomously or with human feedback, including tasks that require using tools via code. For [example](https://github.com/autogen-ai/autogen/blob/main/test/twoagent.py),
 
 The figure below shows an example conversation flow with AutoGen.
 
@@ -135,10 +135,10 @@ The figure below shows an example conversation flow with AutoGen.
 - Follow on [Twitter](https://twitter.com/pyautogen)
 - See our [roadmaps](https://aka.ms/autogen-roadmap)
 
-If you like our project, please give it a [star](https://github.com/microsoft/autogen/stargazers) on GitHub. If you are interested in contributing, please read [Contributor's Guide](/docs/contributor-guide/contributing).
+If you like our project, please give it a [star](https://github.com/autogen-ai/autogen/stargazers) on GitHub. If you are interested in contributing, please read [Contributor's Guide](/docs/contributor-guide/contributing).
 
 <iframe
-  src="https://ghbtns.com/github-btn.html?user=microsoft&amp;repo=autogen&amp;type=star&amp;count=true&amp;size=large"
+  src="https://ghbtns.com/github-btn.html?user=autogen-ai&amp;repo=autogen&amp;type=star&amp;count=true&amp;size=large"
   frameborder="0"
   scrolling="0"
   width="170"
diff --git a/website/docs/Migration-Guide.md b/website/docs/Migration-Guide.md
index 73892065ddb7..2cdc6a2ecc3b 100644
--- a/website/docs/Migration-Guide.md
+++ b/website/docs/Migration-Guide.md
@@ -26,7 +26,7 @@ autogen.runtime_logging.start()
 # Stop logging
 autogen.runtime_logging.stop()
 ```
-Checkout [Logging documentation](https://autogen-ai.github.io/autogen/docs/Use-Cases/enhanced_inference#logging) and [Logging example notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_logging.ipynb) to learn more.
+Checkout [Logging documentation](https://autogen-ai.github.io/autogen/docs/Use-Cases/enhanced_inference#logging) and [Logging example notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_logging.ipynb) to learn more.
 
 Inference parameter tuning can be done via [`flaml.tune`](https://autogen-ai.github.io/FLAML/docs/Use-Cases/Tune-User-Defined-Function).
 - `seed` in autogen is renamed into `cache_seed` to accommodate the newly added `seed` param in openai chat completion api. `use_cache` is removed as a kwarg in `OpenAIWrapper.create()` for being automatically decided by `cache_seed`: int | None. The difference between autogen's `cache_seed` and openai's `seed` is that:
diff --git a/website/docs/Use-Cases/agent_chat.md b/website/docs/Use-Cases/agent_chat.md
index 504640de5ddc..40425c248ee4 100644
--- a/website/docs/Use-Cases/agent_chat.md
+++ b/website/docs/Use-Cases/agent_chat.md
@@ -81,13 +81,13 @@ AutoGen, by integrating conversation-driven control utilizing both programming a
 
 With the pluggable auto-reply function, one can choose to invoke conversations with other agents depending on the content of the current message and context. For example:
 - Hierarchical chat like in [OptiGuide](https://github.com/microsoft/optiguide).
-- [Dynamic Group Chat](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat.ipynb) which is a special form of hierarchical chat. In the system, we register a reply function in the group chat manager, which broadcasts messages and decides who the next speaker will be in a group chat setting.
+- [Dynamic Group Chat](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_groupchat.ipynb) which is a special form of hierarchical chat. In the system, we register a reply function in the group chat manager, which broadcasts messages and decides who the next speaker will be in a group chat setting.
 - [Finite State Machine graphs to set speaker transition constraints](https://autogen-ai.github.io/autogen/docs/notebooks/agentchat_groupchat_finite_state_machine) which is a special form of dynamic group chat. In this approach, a directed transition matrix is fed into group chat. Users can specify legal transitions or specify disallowed transitions.
-- Nested chat like in [conversational chess](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_nested_chats_chess.ipynb).
+- Nested chat like in [conversational chess](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_nested_chats_chess.ipynb).
 
 2. LLM-Based Function Call
 
-Another approach involves LLM-based function calls, where LLM decides if a specific function should be invoked based on the conversation's status during each inference. This approach enables dynamic multi-agent conversations, as seen in scenarios like [multi-user math problem solving scenario](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_two_users.ipynb), where a student assistant automatically seeks expertise via function calls.
+Another approach involves LLM-based function calls, where LLM decides if a specific function should be invoked based on the conversation's status during each inference. This approach enables dynamic multi-agent conversations, as seen in scenarios like [multi-user math problem solving scenario](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_two_users.ipynb), where a student assistant automatically seeks expertise via function calls.
 
 ### Diverse Applications Implemented with AutoGen
 
diff --git a/website/docs/Use-Cases/enhanced_inference.md b/website/docs/Use-Cases/enhanced_inference.md
index 14723391e8cf..86630f3076cf 100644
--- a/website/docs/Use-Cases/enhanced_inference.md
+++ b/website/docs/Use-Cases/enhanced_inference.md
@@ -140,7 +140,7 @@ The `OpenAIWrapper` from `autogen` tracks token counts and costs of your API cal
 - `mode='actual'`: only print non-cached usage.
 - `mode='total'`: only print all usage (including cache).
 
-Reset your session's usage data with `clear_usage_summary()` when needed. [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/oai_client_cost.ipynb)
+Reset your session's usage data with `clear_usage_summary()` when needed. [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/oai_client_cost.ipynb)
 
 Example usage:
 ```python
@@ -307,7 +307,7 @@ When debugging or diagnosing an LLM-based system, it is often convenient to log
 
 ### For openai >= 1
 
-Logging example: [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_logging.ipynb)
+Logging example: [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_logging.ipynb)
 
 #### Start logging:
 ```python
diff --git a/website/docs/tutorial/what-next.md b/website/docs/tutorial/what-next.md
index d9a0062e8ca9..4f8973fd81ff 100644
--- a/website/docs/tutorial/what-next.md
+++ b/website/docs/tutorial/what-next.md
@@ -32,7 +32,7 @@ topics:
 ## Get Help
 
 If you have any questions, you can ask in our [GitHub
-Discussions](https://github.com/microsoft/autogen/discussions), or join
+Discussions](https://github.com/autogen-ai/autogen/discussions), or join
 our [Discord Server](https://aka.ms/autogen-dc).
 
 [![](https://img.shields.io/discord/1153072414184452236?logo=discord&style=flat.png)](https://aka.ms/autogen-dc)

From 410b28873a9e60b6bf0a5df80ba37a18a6385a37 Mon Sep 17 00:00:00 2001
From: Chi Wang <chi@autogen.team>
Date: Sun, 25 Aug 2024 03:06:06 +0000
Subject: [PATCH 2/6] comment clarity plugin

---
 website/docusaurus.config.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/website/docusaurus.config.js b/website/docusaurus.config.js
index eedea702a19e..a0f337fbad5f 100644
--- a/website/docusaurus.config.js
+++ b/website/docusaurus.config.js
@@ -292,6 +292,6 @@ module.exports = {
         ],
       },
     ],
-    ["docusaurus-plugin-clarity", {}],
+    // ["docusaurus-plugin-clarity", {}],
   ],
 };

From 5db340e5ac7971bb419e501742feabe9e83b4685 Mon Sep 17 00:00:00 2001
From: Chi Wang <chi@autogen.team>
Date: Sun, 25 Aug 2024 03:30:54 +0000
Subject: [PATCH 3/6] link update

---
 website/docs/tutorial/what-next.md | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/website/docs/tutorial/what-next.md b/website/docs/tutorial/what-next.md
index 4f8973fd81ff..4feb6d22112d 100644
--- a/website/docs/tutorial/what-next.md
+++ b/website/docs/tutorial/what-next.md
@@ -31,15 +31,14 @@ topics:
 
 ## Get Help
 
-If you have any questions, you can ask in our [GitHub
-Discussions](https://github.com/autogen-ai/autogen/discussions), or join
-our [Discord Server](https://aka.ms/autogen-dc).
+If you have any questions, you can ask in
+our [Discord Server](https://discord.gg/pAbnFJrkgZ).
 
-[![](https://img.shields.io/discord/1153072414184452236?logo=discord&style=flat.png)](https://aka.ms/autogen-dc)
+[![](https://img.shields.io/discord/1153072414184452236?logo=discord&style=flat.png)](https://discord.gg/pAbnFJrkgZ)
 
 ## Get Involved
 
-- Check out [Roadmap Issues](https://aka.ms/autogen-roadmap) to see what we are working on.
+- Check out [Roadmap Issues](https://autogen-ai.com/roadmap) to see what we are working on.
 - Contribute your work to our [gallery](/docs/Gallery)
 - Follow our [contribution guide](/docs/contributor-guide/contributing) to make a pull request to AutoGen
 - You can also share your work with the community on the Discord server.

From 02b3f4fe0e8d0f58cc68d0bf63518ff85aaa49b2 Mon Sep 17 00:00:00 2001
From: Chi Wang <chi@autogen.team>
Date: Sun, 25 Aug 2024 04:44:45 +0000
Subject: [PATCH 4/6] render notebooks

---
 notebook/agentchat_cost_token_tracking.ipynb  | 17 ++----
 notebook/agentchat_dalle_and_gpt4v.ipynb      |  7 +++
 ...agentchat_function_call_code_writing.ipynb |  3 +-
 notebook/agentchat_guidance.ipynb             |  7 +++
 notebook/agentchat_human_feedback.ipynb       | 15 +++--
 notebook/agentchat_inception_function.ipynb   |  7 +++
 notebook/agentchat_langchain.ipynb            | 18 +++---
 notebook/agentchat_lmm_gpt-4v.ipynb           |  2 +-
 notebook/agentchat_lmm_llava.ipynb            |  7 +++
 ...gentchat_oai_assistant_function_call.ipynb |  2 +-
 .../agentchat_oai_assistant_groupchat.ipynb   |  2 +-
 .../agentchat_oai_assistant_retrieval.ipynb   |  7 +++
 ...ntchat_oai_assistant_twoagents_basic.ipynb |  6 ++
 notebook/agentchat_planning.ipynb             | 15 +++--
 notebook/agentchat_sql_spider.ipynb           |  7 +++
 notebook/agentchat_stream.ipynb               | 16 ++---
 notebook/agentchat_surfer.ipynb               |  9 ++-
 .../agentchat_teachable_oai_assistants.ipynb  | 15 +++--
 notebook/agentchat_two_users.ipynb            | 15 +++--
 notebook/agentchat_web_info.ipynb             | 15 +++--
 notebook/agenteval_cq_math.ipynb              | 15 ++---
 ...an_input.ipynb => async_human_input.ipynb} | 13 ++--
 notebook/autobuild_agent_library.ipynb        |  8 ++-
 notebook/autobuild_basic.ipynb                |  6 ++
 .../gpt_assistant_agent_function_call.ipynb   |  7 +--
 website/docs/Examples.md                      | 60 +++++++++----------
 26 files changed, 176 insertions(+), 125 deletions(-)
 rename notebook/{Async_human_input.ipynb => async_human_input.ipynb} (99%)

diff --git a/notebook/agentchat_cost_token_tracking.ipynb b/notebook/agentchat_cost_token_tracking.ipynb
index d1fc9ccd8d1a..c9edf29988bf 100644
--- a/notebook/agentchat_cost_token_tracking.ipynb
+++ b/notebook/agentchat_cost_token_tracking.ipynb
@@ -4,17 +4,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/oai_client_cost.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Copyright (c) Microsoft Corporation. All rights reserved. \n",
-    "\n",
-    "Licensed under the MIT License.\n",
-    "\n",
     "# Usage tracking with AutoGen\n",
     "## 1. Use AutoGen's OpenAIWrapper for cost estimation\n",
     "The `OpenAIWrapper` from `autogen` tracks token counts and costs of your API calls. Use the `create()` method to initiate requests and `print_usage_summary()` to retrieve a detailed usage report, including total cost and token usage for both cached and actual requests.\n",
@@ -539,6 +528,12 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+   "description": "cost calculation",
+   "tags": [
+    "cost"
+   ]
+  },
   "kernelspec": {
    "display_name": "msft",
    "language": "python",
diff --git a/notebook/agentchat_dalle_and_gpt4v.ipynb b/notebook/agentchat_dalle_and_gpt4v.ipynb
index e07578016a98..d4278c96d1df 100644
--- a/notebook/agentchat_dalle_and_gpt4v.ipynb
+++ b/notebook/agentchat_dalle_and_gpt4v.ipynb
@@ -620,6 +620,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Multimodal agent chat with DALL-E and GPT-4v.",
+    "tags": [
+        "multimodal",
+        "gpt-4v"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
diff --git a/notebook/agentchat_function_call_code_writing.ipynb b/notebook/agentchat_function_call_code_writing.ipynb
index 92074e4821b0..a0645dd02d19 100644
--- a/notebook/agentchat_function_call_code_writing.ipynb
+++ b/notebook/agentchat_function_call_code_writing.ipynb
@@ -983,9 +983,8 @@
   "front_matter": {
    "description": "Equip your agent with functions that can efficiently implement features into your software application.",
    "tags": [
-    "function call",
     "code generation",
-    "tool use",
+    "tool/function",
     "software engineering"
    ]
   },
diff --git a/notebook/agentchat_guidance.ipynb b/notebook/agentchat_guidance.ipynb
index 2412c3a228d2..362d36350739 100644
--- a/notebook/agentchat_guidance.ipynb
+++ b/notebook/agentchat_guidance.ipynb
@@ -303,6 +303,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Constrained responses via guidance.",
+    "tags": [
+        "guidance",
+        "JSON"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_human_feedback.ipynb b/notebook/agentchat_human_feedback.ipynb
index 000d788d6a56..0dc61c3bf722 100644
--- a/notebook/agentchat_human_feedback.ipynb
+++ b/notebook/agentchat_human_feedback.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_human_feedback.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -377,6 +369,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Code generation, execution, debugging and human feedback.",
+    "tags": [
+        "human",
+        "code generation"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_inception_function.ipynb b/notebook/agentchat_inception_function.ipynb
index f968ebdc95f7..0b4575709e0c 100644
--- a/notebook/agentchat_inception_function.ipynb
+++ b/notebook/agentchat_inception_function.ipynb
@@ -307,6 +307,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Function Inception: Enable AutoGen agents to update/remove functions during conversations.",
+    "tags": [
+        "function inception",
+        "tool/function"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
diff --git a/notebook/agentchat_langchain.ipynb b/notebook/agentchat_langchain.ipynb
index 83ab2df44c28..98edb1cbcb59 100644
--- a/notebook/agentchat_langchain.ipynb
+++ b/notebook/agentchat_langchain.ipynb
@@ -1,16 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "ae1f50ec",
-   "metadata": {
-    "id": "ae1f50ec"
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_langchain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -688,6 +677,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Use Langchain tools.",
+    "tags": [
+        "langchain",
+        "tool/function"
+    ]
+  },
   "colab": {
    "provenance": []
   },
diff --git a/notebook/agentchat_lmm_gpt-4v.ipynb b/notebook/agentchat_lmm_gpt-4v.ipynb
index 7c9e3ea125c2..96ab31305be2 100644
--- a/notebook/agentchat_lmm_gpt-4v.ipynb
+++ b/notebook/agentchat_lmm_gpt-4v.ipynb
@@ -1138,7 +1138,7 @@
  ],
  "metadata": {
   "front_matter": {
-   "description": "In AutoGen, leveraging multimodal models can be done through two different methodologies: MultimodalConversableAgent and VisionCapability.",
+   "description": "Leveraging multimodal models through two different methodologies: MultimodalConversableAgent and VisionCapability.",
    "tags": [
     "multimodal",
     "gpt-4v"
diff --git a/notebook/agentchat_lmm_llava.ipynb b/notebook/agentchat_lmm_llava.ipynb
index 61efc74e00e1..d75f49d1e7ea 100644
--- a/notebook/agentchat_lmm_llava.ipynb
+++ b/notebook/agentchat_lmm_llava.ipynb
@@ -859,6 +859,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+   "description": "Leveraging multimodal models like llava.",
+   "tags": [
+    "multimodal",
+    "llava"
+   ]
+  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
diff --git a/notebook/agentchat_oai_assistant_function_call.ipynb b/notebook/agentchat_oai_assistant_function_call.ipynb
index bc78819fb198..ee6a4359bcb4 100644
--- a/notebook/agentchat_oai_assistant_function_call.ipynb
+++ b/notebook/agentchat_oai_assistant_function_call.ipynb
@@ -278,7 +278,7 @@
    "description": "This Jupyter Notebook demonstrates how to leverage OSS Insight (Open Source Software Insight) for advanced GitHub data analysis by defining `Function calls` in AutoGen for the OpenAI Assistant.",
    "tags": [
     "OpenAI Assistant",
-    "function call"
+    "function/tool"
    ]
   },
   "kernelspec": {
diff --git a/notebook/agentchat_oai_assistant_groupchat.ipynb b/notebook/agentchat_oai_assistant_groupchat.ipynb
index d38fed4cdaee..c93c3708974e 100644
--- a/notebook/agentchat_oai_assistant_groupchat.ipynb
+++ b/notebook/agentchat_oai_assistant_groupchat.ipynb
@@ -482,7 +482,7 @@
  ],
  "metadata": {
   "front_matter": {
-   "description": "This Jupyter Notebook demonstrates how to use the GPTAssistantAgent in AutoGen's group chat mode, enabling collaborative task performance through automated chat with agents powered by LLMs, tools, or humans.",
+   "description": "Use GPTAssistantAgent in group chat.",
    "tags": [
     "OpenAI Assistant",
     "group chat"
diff --git a/notebook/agentchat_oai_assistant_retrieval.ipynb b/notebook/agentchat_oai_assistant_retrieval.ipynb
index ec7e41a00ba8..d3a79f955eb5 100644
--- a/notebook/agentchat_oai_assistant_retrieval.ipynb
+++ b/notebook/agentchat_oai_assistant_retrieval.ipynb
@@ -112,6 +112,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "OpenAI Assistant with retrieval augmentation.",
+    "tags": [
+        "RAG",
+        "OpenAI Assistant"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_oai_assistant_twoagents_basic.ipynb b/notebook/agentchat_oai_assistant_twoagents_basic.ipynb
index 94da2358c986..8223f80f99cd 100644
--- a/notebook/agentchat_oai_assistant_twoagents_basic.ipynb
+++ b/notebook/agentchat_oai_assistant_twoagents_basic.ipynb
@@ -185,6 +185,12 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Two-agent chat with OpenAI assistants.",
+    "tags": [
+        "OpenAI Assistant"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_planning.ipynb b/notebook/agentchat_planning.ipynb
index 14b393958dc1..5a169600ba43 100644
--- a/notebook/agentchat_planning.ipynb
+++ b/notebook/agentchat_planning.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_planning.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -431,6 +423,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Use planning agent in a function call.",
+    "tags": [
+        "planning",
+        "tool/function"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_sql_spider.ipynb b/notebook/agentchat_sql_spider.ipynb
index e27471006018..bda12df06fae 100644
--- a/notebook/agentchat_sql_spider.ipynb
+++ b/notebook/agentchat_sql_spider.ipynb
@@ -294,6 +294,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Natural language text to SQL query using the Spider text-to-SQL benchmark.",
+    "tags": [
+        "SQL",
+        "tool/function"
+    ]
+  },
   "kernelspec": {
    "display_name": ".venv",
    "language": "python",
diff --git a/notebook/agentchat_stream.ipynb b/notebook/agentchat_stream.ipynb
index 8127cdfbab04..3b8cd84b3d13 100644
--- a/notebook/agentchat_stream.ipynb
+++ b/notebook/agentchat_stream.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -370,6 +362,14 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Automated continual learning from new data.",
+    "tags": [
+        "streaming",
+        "async",
+        "learning"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_surfer.ipynb b/notebook/agentchat_surfer.ipynb
index b6a8c3327b73..38ee07bc1813 100644
--- a/notebook/agentchat_surfer.ipynb
+++ b/notebook/agentchat_surfer.ipynb
@@ -39,7 +39,7 @@
     "\n",
     "It first looks for environment variable \"OAI_CONFIG_LIST\" which needs to be a valid json string. If that variable is not found, it then looks for a json file named \"OAI_CONFIG_LIST\". It filters the configs by models (you can filter by other keys as well).\n",
     "\n",
-    "The WebSurferAgent uses a combination of models. GPT-4 and GPT-3.5-turbo-16 are recommended.\n",
+    "The WebSurferAgent uses a combination of models. GPT-4 and GPT-3.5-turbo-16k are recommended.\n",
     "\n",
     "Your json config should look something like the following:\n",
     "```json\n",
@@ -604,6 +604,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Browse the web with agents.",
+    "tags": [
+        "web",
+        "tool/function"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
diff --git a/notebook/agentchat_teachable_oai_assistants.ipynb b/notebook/agentchat_teachable_oai_assistants.ipynb
index 3753be414f39..057b036581c8 100644
--- a/notebook/agentchat_teachable_oai_assistants.ipynb
+++ b/notebook/agentchat_teachable_oai_assistants.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_teachability.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -1127,6 +1119,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Teach OpenAI assistants.",
+    "tags": [
+        "teaching",
+        "OpenAI assistant"
+    ]
+  },
   "kernelspec": {
    "display_name": "flaml",
    "language": "python",
diff --git a/notebook/agentchat_two_users.ipynb b/notebook/agentchat_two_users.ipynb
index eb9e0c1fbf28..8acecf0312ec 100644
--- a/notebook/agentchat_two_users.ipynb
+++ b/notebook/agentchat_two_users.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_two_users.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -493,6 +485,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Involve multiple human users via function calls and nested chat.",
+    "tags": [
+        "human",
+        "tool/function"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agentchat_web_info.ipynb b/notebook/agentchat_web_info.ipynb
index f990c128b78c..5e9e187302d4 100644
--- a/notebook/agentchat_web_info.ipynb
+++ b/notebook/agentchat_web_info.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agentchat_web_info.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -592,6 +584,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Solve tasks requiring web info.",
+    "tags": [
+        "web",
+        "code generation"
+    ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
diff --git a/notebook/agenteval_cq_math.ipynb b/notebook/agenteval_cq_math.ipynb
index 43ea28de1a31..932c250cf385 100644
--- a/notebook/agenteval_cq_math.ipynb
+++ b/notebook/agenteval_cq_math.ipynb
@@ -1,14 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "-pftZ-ZF1_BA"
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/microsoft/autogen/blob/main/notebook/agenteval_cq_math.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2794,6 +2785,12 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+   "description": "AgentEval: a multi-agent system for assessing utility of LLM-powered applications",
+   "tags": [
+    "eval"
+   ]
+  },
   "colab": {
    "provenance": []
   },
diff --git a/notebook/Async_human_input.ipynb b/notebook/async_human_input.ipynb
similarity index 99%
rename from notebook/Async_human_input.ipynb
rename to notebook/async_human_input.ipynb
index 07459b4a86ba..4eb9048fbf9e 100644
--- a/notebook/Async_human_input.ipynb
+++ b/notebook/async_human_input.ipynb
@@ -182,11 +182,7 @@
     }
    ],
    "source": [
-    "!pip install \"pyautogen>=0.2.3\"\n",
-    "!pip install chromadb\n",
-    "!pip install sentence_transformers\n",
-    "!pip install tiktoken\n",
-    "!pip install pypdf"
+    "%pip install \"pyautogen>=0.2.3\" chromadb sentence_transformers tiktoken pypdf"
    ]
   },
   {
@@ -382,6 +378,13 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+    "description": "Async human inputs.",
+    "tags": [
+        "async",
+        "human"
+    ]
+  },
   "colab": {
    "provenance": [],
    "toc_visible": true
diff --git a/notebook/autobuild_agent_library.ipynb b/notebook/autobuild_agent_library.ipynb
index 43521a1d25f8..907937400248 100644
--- a/notebook/autobuild_agent_library.ipynb
+++ b/notebook/autobuild_agent_library.ipynb
@@ -903,6 +903,12 @@
      }
     ],
     "metadata": {
+     "front_matter": {
+        "description": "Automatically build multi-agent system from agent library",
+        "tags": [
+            "autobuild"
+        ]
+     },
      "kernelspec": {
       "display_name": "Python 3 (ipykernel)",
       "language": "python",
@@ -923,4 +929,4 @@
     },
     "nbformat": 4,
     "nbformat_minor": 5
-   }
+}
diff --git a/notebook/autobuild_basic.ipynb b/notebook/autobuild_basic.ipynb
index d100563ac257..be96ccf7d641 100644
--- a/notebook/autobuild_basic.ipynb
+++ b/notebook/autobuild_basic.ipynb
@@ -881,6 +881,12 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+   "description": "Automatically build multi-agent system with AgentBuilder",
+   "tags": [
+    "autobuild"
+   ]
+  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
diff --git a/notebook/gpt_assistant_agent_function_call.ipynb b/notebook/gpt_assistant_agent_function_call.ipynb
index 6febb89cc9b4..e1ffbb20282b 100644
--- a/notebook/gpt_assistant_agent_function_call.ipynb
+++ b/notebook/gpt_assistant_agent_function_call.ipynb
@@ -537,11 +537,10 @@
    "provenance": []
   },
   "front_matter": {
-   "description": "This comprehensive example demonstrates the use of tools in a GPTAssistantAgent Multi-Agent System by utilizing functions such as calling an API and writing to a file.",
+   "description": "Use tools in a GPTAssistantAgent Multi-Agent System by utilizing functions such as calling an API and writing to a file.",
    "tags": [
-    "open ai assistant",
-    "gpt assistant",
-    "tool use"
+    "OpenAI assistant",
+    "tool/function"
    ]
   },
   "kernelspec": {
diff --git a/website/docs/Examples.md b/website/docs/Examples.md
index e0d3b90fb133..1cbdfdfd26bc 100644
--- a/website/docs/Examples.md
+++ b/website/docs/Examples.md
@@ -18,8 +18,8 @@ Links to notebook examples:
 - Automated Task Solving by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat)
 - Automated Data Visualization by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_vis)
 - Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_research)
-- Automated Task Solving with Coding & Planning Agents - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_planning.ipynb)
-- Automated Task Solving with transition paths specified in a graph - [View Notebook](https://autogen-ai.github.io/autogen/docs/notebooks/agentchat_groupchat_finite_state_machine)
+- Automated Task Solving with Coding & Planning Agents - [View Notebook](/docs/notebooks/agentchat_planning.ipynb)
+- Automated Task Solving with transition paths specified in a graph - [View Notebook](/docs/notebooks/agentchat_groupchat_finite_state_machine)
 - Running a group chat as an inner-monolgue via the SocietyOfMindAgent - [View Notebook](/docs/notebooks/agentchat_society_of_mind)
 - Running a group chat with custom speaker selection function - [View Notebook](/docs/notebooks/agentchat_groupchat_customized)
 
@@ -38,56 +38,56 @@ Links to notebook examples:
 
 ### Applications
 
-- Automated Continual Learning from New Data - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_stream.ipynb)
+- Automated Continual Learning from New Data - [View Notebook](/docs/notebooks/agentchat_stream.ipynb)
 <!-- - [OptiGuide](https://github.com/microsoft/optiguide) - Coding, Tool Using, Safeguarding & Question Answering for Supply Chain Optimization -->
 - [AutoAnny](https://github.com/autogen-ai/autogen/tree/main/samples/apps/auto-anny) - A Discord bot built using AutoGen
 
 ### Tool Use
 
-- **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_web_info.ipynb)
+- **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](/docs/notebooks/agentchat_web_info.ipynb)
 - Use Provided Tools as Functions - [View Notebook](/docs/notebooks/agentchat_function_call_currency_calculator)
 - Use Tools via Sync and Async Function Calling - [View Notebook](/docs/notebooks/agentchat_function_call_async)
-- Task Solving with Langchain Provided Tools as Functions - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_langchain.ipynb)
+- Task Solving with Langchain Provided Tools as Functions - [View Notebook](/docs/notebooks/agentchat_langchain.ipynb)
 - **RAG**: Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_RAG)
-- Function Inception: Enable AutoGen agents to update/remove functions during conversations. - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_inception_function.ipynb)
+- Function Inception: Enable AutoGen agents to update/remove functions during conversations. - [View Notebook](/docs/notebooks/agentchat_inception_function.ipynb)
 - Agent Chat with Whisper - [View Notebook](/docs/notebooks/agentchat_video_transcript_translate_with_whisper)
-- Constrained Responses via Guidance - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_guidance.ipynb)
-- Browse the Web with Agents - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_surfer.ipynb)
-- **SQL**: Natural Language Text to SQL Query using the [Spider](https://yale-lily.github.io/spider) Text-to-SQL Benchmark - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_sql_spider.ipynb)
+- Constrained Responses via Guidance - [View Notebook](/docs/notebooks/agentchat_guidance.ipynb)
+- Browse the Web with Agents - [View Notebook](/docs/notebooks/agentchat_surfer.ipynb)
+- **SQL**: Natural Language Text to SQL Query using the [Spider](https://yale-lily.github.io/spider) Text-to-SQL Benchmark - [View Notebook](/docs/notebooks/agentchat_sql_spider.ipynb)
 - **Web Scraping**: Web Scraping with Apify - [View Notebook](/docs/notebooks/agentchat_webscraping_with_apify)
-- **Write a software app, task by task, with specially designed functions.** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_function_call_code_writing.ipynb).
+- **Write a software app, task by task, with specially designed functions.** - [View Notebook](/docs/notebooks/agentchat_function_call_code_writing.ipynb).
 
 ### Human Involvement
 
 - Simple example in ChatGPT style [View example](https://github.com/autogen-ai/autogen/blob/main/samples/simple_chat.py)
-- Auto Code Generation, Execution, Debugging and **Human Feedback** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_human_feedback.ipynb)
-- Automated Task Solving with GPT-4 + **Multiple Human Users** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_two_users.ipynb)
-- Agent Chat with **Async Human Inputs** - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/Async_human_input.ipynb)
+- Auto Code Generation, Execution, Debugging and **Human Feedback** - [View Notebook](/docs/notebooks/agentchat_human_feedback.ipynb)
+- Automated Task Solving with GPT-4 + **Multiple Human Users** - [View Notebook](/docs/notebooks/agentchat_two_users.ipynb)
+- Agent Chat with **Async Human Inputs** - [View Notebook](/docs/notebooks/async_human_input.ipynb)
 
 ### Agent Teaching and Learning
 
 - Teach Agents New Skills & Reuse via Automated Chat - [View Notebook](/docs/notebooks/agentchat_teaching)
 - Teach Agents New Facts, User Preferences and Skills Beyond Coding - [View Notebook](/docs/notebooks/agentchat_teachability)
-- Teach OpenAI Assistants Through GPTAssistantAgent - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_teachable_oai_assistants.ipynb)
-- Agent Optimizer: Train Agents in an Agentic Way - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_agentoptimizer.ipynb)
+- Teach OpenAI Assistants Through GPTAssistantAgent - [View Notebook](/docs/notebooks/agentchat_teachable_oai_assistants.ipynb)
+- Agent Optimizer: Train Agents in an Agentic Way - [View Notebook](/docs/notebooks/agentchat_agentoptimizer.ipynb)
 
 ### Multi-Agent Chat with OpenAI Assistants in the loop
 
-- Hello-World Chat with OpenAi Assistant in AutoGen - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_twoagents_basic.ipynb)
-- Chat with OpenAI Assistant using Function Call - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_function_call.ipynb)
-- Chat with OpenAI Assistant with Code Interpreter - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_code_interpreter.ipynb)
-- Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_retrieval.ipynb)
-- OpenAI Assistant in a Group Chat - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_oai_assistant_groupchat.ipynb)
-- GPTAssistantAgent based Multi-Agent Tool Use - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/gpt_assistant_agent_function_call.ipynb)
+- Hello-World Chat with OpenAi Assistant in AutoGen - [View Notebook](/docs/notebooks/agentchat_oai_assistant_twoagents_basic.ipynb)
+- Chat with OpenAI Assistant using Function Call - [View Notebook](/docs/notebooks/agentchat_oai_assistant_function_call.ipynb)
+- Chat with OpenAI Assistant with Code Interpreter - [View Notebook](/docs/notebooks/agentchat_oai_code_interpreter.ipynb)
+- Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](/docs/notebooks/agentchat_oai_assistant_retrieval.ipynb)
+- OpenAI Assistant in a Group Chat - [View Notebook](/docs/notebooks/agentchat_oai_assistant_groupchat.ipynb)
+- GPTAssistantAgent based Multi-Agent Tool Use - [View Notebook](/docs/notebooks/gpt_assistant_agent_function_call.ipynb)
 
 ### Non-OpenAI Models
 - Conversational Chess using non-OpenAI Models - [View Notebook](/docs/notebooks/agentchat_nested_chats_chess_altmodels)
 
 ### Multimodal Agent
 
-- Multimodal Agent Chat with DALLE and GPT-4V   - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_dalle_and_gpt4v.ipynb)
-- Multimodal Agent Chat with Llava  - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_lmm_llava.ipynb)
-- Multimodal Agent Chat with GPT-4V - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_lmm_gpt-4v.ipynb)
+- Multimodal Agent Chat with DALLE and GPT-4V - [View Notebook](/docs/notebooks/agentchat_dalle_and_gpt4v.ipynb)
+- Multimodal Agent Chat with Llava - [View Notebook](/docs/notebooks/agentchat_lmm_llava.ipynb)
+- Multimodal Agent Chat with GPT-4V - [View Notebook](/docs/notebooks/agentchat_lmm_gpt-4v.ipynb)
 
 ### Long Context Handling
 
@@ -96,23 +96,23 @@ Links to notebook examples:
 
 ### Evaluation and Assessment
 
-- AgentEval: A Multi-Agent System for Assess Utility of LLM-powered Applications - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agenteval_cq_math.ipynb)
+- AgentEval: A Multi-Agent System for Assess Utility of LLM-powered Applications - [View Notebook](/docs/notebooks/agenteval_cq_math.ipynb)
 
 ### Automatic Agent Building
 
-- Automatically Build Multi-agent System with AgentBuilder - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/autobuild_basic.ipynb)
-- Automatically Build Multi-agent System from Agent Library - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/autobuild_agent_library.ipynb)
+- Automatically Build Multi-agent System with AgentBuilder - [View Notebook](/docs/notebooks/autobuild_basic.ipynb)
+- Automatically Build Multi-agent System from Agent Library - [View Notebook](/docs/notebooks/autobuild_agent_library.ipynb)
 
 ### Observability
-- Track LLM calls, tool usage, actions and errors using AgentOps - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_agentops.ipynb)
+- Track LLM calls, tool usage, actions and errors using AgentOps - [View Notebook](/docs/notebooks/agentchat_agentops.ipynb)
+- Cost Calculation - [View Notebook](/docs/notebooks/agentchat_cost_token_tracking.ipynb)
 
 ## Enhanced Inferences
 
 ### Utilities
 
-- API Unification  - [View Documentation with Code Example](https://autogen-ai.github.io/autogen/docs/Use-Cases/enhanced_inference/#api-unification)
+- API Unification - [View Documentation with Code Example](https://autogen-ai.github.io/autogen/docs/Use-Cases/enhanced_inference/#api-unification)
 - Utility Functions to Help Managing API configurations effectively - [View Notebook](/docs/topics/llm_configuration)
-- Cost Calculation - [View Notebook](https://github.com/autogen-ai/autogen/blob/main/notebook/agentchat_cost_token_tracking.ipynb)
 
 ### Inference Hyperparameters Tuning
 

From 3bafdccd8d1d2398c930346d81dfaeefc64cfc15 Mon Sep 17 00:00:00 2001
From: Chi Wang <chi@autogen.team>
Date: Sun, 25 Aug 2024 04:54:17 +0000
Subject: [PATCH 5/6] remove ext

---
 website/docs/Examples.md | 56 ++++++++++++++++++++--------------------
 1 file changed, 28 insertions(+), 28 deletions(-)

diff --git a/website/docs/Examples.md b/website/docs/Examples.md
index 1cbdfdfd26bc..87688a1ec7f6 100644
--- a/website/docs/Examples.md
+++ b/website/docs/Examples.md
@@ -18,7 +18,7 @@ Links to notebook examples:
 - Automated Task Solving by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat)
 - Automated Data Visualization by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_vis)
 - Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_research)
-- Automated Task Solving with Coding & Planning Agents - [View Notebook](/docs/notebooks/agentchat_planning.ipynb)
+- Automated Task Solving with Coding & Planning Agents - [View Notebook](/docs/notebooks/agentchat_planning)
 - Automated Task Solving with transition paths specified in a graph - [View Notebook](/docs/notebooks/agentchat_groupchat_finite_state_machine)
 - Running a group chat as an inner-monolgue via the SocietyOfMindAgent - [View Notebook](/docs/notebooks/agentchat_society_of_mind)
 - Running a group chat with custom speaker selection function - [View Notebook](/docs/notebooks/agentchat_groupchat_customized)
@@ -38,56 +38,56 @@ Links to notebook examples:
 
 ### Applications
 
-- Automated Continual Learning from New Data - [View Notebook](/docs/notebooks/agentchat_stream.ipynb)
+- Automated Continual Learning from New Data - [View Notebook](/docs/notebooks/agentchat_stream)
 <!-- - [OptiGuide](https://github.com/microsoft/optiguide) - Coding, Tool Using, Safeguarding & Question Answering for Supply Chain Optimization -->
 - [AutoAnny](https://github.com/autogen-ai/autogen/tree/main/samples/apps/auto-anny) - A Discord bot built using AutoGen
 
 ### Tool Use
 
-- **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](/docs/notebooks/agentchat_web_info.ipynb)
+- **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](/docs/notebooks/agentchat_web_info)
 - Use Provided Tools as Functions - [View Notebook](/docs/notebooks/agentchat_function_call_currency_calculator)
 - Use Tools via Sync and Async Function Calling - [View Notebook](/docs/notebooks/agentchat_function_call_async)
-- Task Solving with Langchain Provided Tools as Functions - [View Notebook](/docs/notebooks/agentchat_langchain.ipynb)
+- Task Solving with Langchain Provided Tools as Functions - [View Notebook](/docs/notebooks/agentchat_langchain)
 - **RAG**: Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_RAG)
-- Function Inception: Enable AutoGen agents to update/remove functions during conversations. - [View Notebook](/docs/notebooks/agentchat_inception_function.ipynb)
+- Function Inception: Enable AutoGen agents to update/remove functions during conversations. - [View Notebook](/docs/notebooks/agentchat_inception_function)
 - Agent Chat with Whisper - [View Notebook](/docs/notebooks/agentchat_video_transcript_translate_with_whisper)
-- Constrained Responses via Guidance - [View Notebook](/docs/notebooks/agentchat_guidance.ipynb)
-- Browse the Web with Agents - [View Notebook](/docs/notebooks/agentchat_surfer.ipynb)
-- **SQL**: Natural Language Text to SQL Query using the [Spider](https://yale-lily.github.io/spider) Text-to-SQL Benchmark - [View Notebook](/docs/notebooks/agentchat_sql_spider.ipynb)
+- Constrained Responses via Guidance - [View Notebook](/docs/notebooks/agentchat_guidance)
+- Browse the Web with Agents - [View Notebook](/docs/notebooks/agentchat_surfer)
+- **SQL**: Natural Language Text to SQL Query using the [Spider](https://yale-lily.github.io/spider) Text-to-SQL Benchmark - [View Notebook](/docs/notebooks/agentchat_sql_spider)
 - **Web Scraping**: Web Scraping with Apify - [View Notebook](/docs/notebooks/agentchat_webscraping_with_apify)
-- **Write a software app, task by task, with specially designed functions.** - [View Notebook](/docs/notebooks/agentchat_function_call_code_writing.ipynb).
+- **Write a software app, task by task, with specially designed functions.** - [View Notebook](/docs/notebooks/agentchat_function_call_code_writing).
 
 ### Human Involvement
 
 - Simple example in ChatGPT style [View example](https://github.com/autogen-ai/autogen/blob/main/samples/simple_chat.py)
-- Auto Code Generation, Execution, Debugging and **Human Feedback** - [View Notebook](/docs/notebooks/agentchat_human_feedback.ipynb)
-- Automated Task Solving with GPT-4 + **Multiple Human Users** - [View Notebook](/docs/notebooks/agentchat_two_users.ipynb)
-- Agent Chat with **Async Human Inputs** - [View Notebook](/docs/notebooks/async_human_input.ipynb)
+- Auto Code Generation, Execution, Debugging and **Human Feedback** - [View Notebook](/docs/notebooks/agentchat_human_feedback)
+- Automated Task Solving with GPT-4 + **Multiple Human Users** - [View Notebook](/docs/notebooks/agentchat_two_users)
+- Agent Chat with **Async Human Inputs** - [View Notebook](/docs/notebooks/async_human_input)
 
 ### Agent Teaching and Learning
 
 - Teach Agents New Skills & Reuse via Automated Chat - [View Notebook](/docs/notebooks/agentchat_teaching)
 - Teach Agents New Facts, User Preferences and Skills Beyond Coding - [View Notebook](/docs/notebooks/agentchat_teachability)
-- Teach OpenAI Assistants Through GPTAssistantAgent - [View Notebook](/docs/notebooks/agentchat_teachable_oai_assistants.ipynb)
-- Agent Optimizer: Train Agents in an Agentic Way - [View Notebook](/docs/notebooks/agentchat_agentoptimizer.ipynb)
+- Teach OpenAI Assistants Through GPTAssistantAgent - [View Notebook](/docs/notebooks/agentchat_teachable_oai_assistants)
+- Agent Optimizer: Train Agents in an Agentic Way - [View Notebook](/docs/notebooks/agentchat_agentoptimizer)
 
 ### Multi-Agent Chat with OpenAI Assistants in the loop
 
-- Hello-World Chat with OpenAi Assistant in AutoGen - [View Notebook](/docs/notebooks/agentchat_oai_assistant_twoagents_basic.ipynb)
-- Chat with OpenAI Assistant using Function Call - [View Notebook](/docs/notebooks/agentchat_oai_assistant_function_call.ipynb)
-- Chat with OpenAI Assistant with Code Interpreter - [View Notebook](/docs/notebooks/agentchat_oai_code_interpreter.ipynb)
-- Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](/docs/notebooks/agentchat_oai_assistant_retrieval.ipynb)
-- OpenAI Assistant in a Group Chat - [View Notebook](/docs/notebooks/agentchat_oai_assistant_groupchat.ipynb)
-- GPTAssistantAgent based Multi-Agent Tool Use - [View Notebook](/docs/notebooks/gpt_assistant_agent_function_call.ipynb)
+- Hello-World Chat with OpenAi Assistant in AutoGen - [View Notebook](/docs/notebooks/agentchat_oai_assistant_twoagents_basic)
+- Chat with OpenAI Assistant using Function Call - [View Notebook](/docs/notebooks/agentchat_oai_assistant_function_call)
+- Chat with OpenAI Assistant with Code Interpreter - [View Notebook](/docs/notebooks/agentchat_oai_code_interpreter)
+- Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](/docs/notebooks/agentchat_oai_assistant_retrieval)
+- OpenAI Assistant in a Group Chat - [View Notebook](/docs/notebooks/agentchat_oai_assistant_groupchat)
+- GPTAssistantAgent based Multi-Agent Tool Use - [View Notebook](/docs/notebooks/gpt_assistant_agent_function_call)
 
 ### Non-OpenAI Models
 - Conversational Chess using non-OpenAI Models - [View Notebook](/docs/notebooks/agentchat_nested_chats_chess_altmodels)
 
 ### Multimodal Agent
 
-- Multimodal Agent Chat with DALLE and GPT-4V - [View Notebook](/docs/notebooks/agentchat_dalle_and_gpt4v.ipynb)
-- Multimodal Agent Chat with Llava - [View Notebook](/docs/notebooks/agentchat_lmm_llava.ipynb)
-- Multimodal Agent Chat with GPT-4V - [View Notebook](/docs/notebooks/agentchat_lmm_gpt-4v.ipynb)
+- Multimodal Agent Chat with DALLE and GPT-4V - [View Notebook](/docs/notebooks/agentchat_dalle_and_gpt4v)
+- Multimodal Agent Chat with Llava - [View Notebook](/docs/notebooks/agentchat_lmm_llava)
+- Multimodal Agent Chat with GPT-4V - [View Notebook](/docs/notebooks/agentchat_lmm_gpt-4v)
 
 ### Long Context Handling
 
@@ -96,16 +96,16 @@ Links to notebook examples:
 
 ### Evaluation and Assessment
 
-- AgentEval: A Multi-Agent System for Assess Utility of LLM-powered Applications - [View Notebook](/docs/notebooks/agenteval_cq_math.ipynb)
+- AgentEval: A Multi-Agent System for Assess Utility of LLM-powered Applications - [View Notebook](/docs/notebooks/agenteval_cq_math)
 
 ### Automatic Agent Building
 
-- Automatically Build Multi-agent System with AgentBuilder - [View Notebook](/docs/notebooks/autobuild_basic.ipynb)
-- Automatically Build Multi-agent System from Agent Library - [View Notebook](/docs/notebooks/autobuild_agent_library.ipynb)
+- Automatically Build Multi-agent System with AgentBuilder - [View Notebook](/docs/notebooks/autobuild_basic)
+- Automatically Build Multi-agent System from Agent Library - [View Notebook](/docs/notebooks/autobuild_agent_library)
 
 ### Observability
-- Track LLM calls, tool usage, actions and errors using AgentOps - [View Notebook](/docs/notebooks/agentchat_agentops.ipynb)
-- Cost Calculation - [View Notebook](/docs/notebooks/agentchat_cost_token_tracking.ipynb)
+- Track LLM calls, tool usage, actions and errors using AgentOps - [View Notebook](/docs/notebooks/agentchat_agentops)
+- Cost Calculation - [View Notebook](/docs/notebooks/agentchat_cost_token_tracking)
 
 ## Enhanced Inferences
 

From b765d01f7796135d6ba89b29767eba439f5a110b Mon Sep 17 00:00:00 2001
From: Chi Wang <chi@autogen.team>
Date: Sun, 25 Aug 2024 05:04:37 +0000
Subject: [PATCH 6/6] title

---
 .../agentchat_oai_assistant_retrieval.ipynb   |  12 +-
 ...ntchat_oai_assistant_twoagents_basic.ipynb |  10 +-
 notebook/async_human_input.ipynb              | 220 ++----------------
 3 files changed, 28 insertions(+), 214 deletions(-)

diff --git a/notebook/agentchat_oai_assistant_retrieval.ipynb b/notebook/agentchat_oai_assistant_retrieval.ipynb
index d3a79f955eb5..b44c65664b55 100644
--- a/notebook/agentchat_oai_assistant_retrieval.ipynb
+++ b/notebook/agentchat_oai_assistant_retrieval.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## RAG OpenAI Assistants in AutoGen\n",
+    "# RAG OpenAI Assistants in AutoGen\n",
     "\n",
     "This notebook shows an example of the [`GPTAssistantAgent`](https://github.com/microsoft/autogen/blob/main/autogen/agentchat/contrib/gpt_assistant_agent.py#L16C43-L16C43) with retrieval augmented generation. `GPTAssistantAgent` is an experimental AutoGen agent class that leverages the [OpenAI Assistant API](https://platform.openai.com/docs/assistants/overview) for conversational capabilities,  working with\n",
     "`UserProxyAgent` in AutoGen."
@@ -113,11 +113,11 @@
  ],
  "metadata": {
   "front_matter": {
-    "description": "OpenAI Assistant with retrieval augmentation.",
-    "tags": [
-        "RAG",
-        "OpenAI Assistant"
-    ]
+   "description": "OpenAI Assistant with retrieval augmentation.",
+   "tags": [
+    "RAG",
+    "OpenAI Assistant"
+   ]
   },
   "kernelspec": {
    "display_name": "Python 3",
diff --git a/notebook/agentchat_oai_assistant_twoagents_basic.ipynb b/notebook/agentchat_oai_assistant_twoagents_basic.ipynb
index 8223f80f99cd..2a1774b6e2b7 100644
--- a/notebook/agentchat_oai_assistant_twoagents_basic.ipynb
+++ b/notebook/agentchat_oai_assistant_twoagents_basic.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## OpenAI Assistants in AutoGen\n",
+    "# OpenAI Assistants in AutoGen\n",
     "\n",
     "This notebook shows a very basic example of the [`GPTAssistantAgent`](https://github.com/microsoft/autogen/blob/main/autogen/agentchat/contrib/gpt_assistant_agent.py#L16C43-L16C43), which is an experimental AutoGen agent class that leverages the [OpenAI Assistant API](https://platform.openai.com/docs/assistants/overview) for conversational capabilities,  working with\n",
     "`UserProxyAgent` in AutoGen."
@@ -186,10 +186,10 @@
  ],
  "metadata": {
   "front_matter": {
-    "description": "Two-agent chat with OpenAI assistants.",
-    "tags": [
-        "OpenAI Assistant"
-    ]
+   "description": "Two-agent chat with OpenAI assistants.",
+   "tags": [
+    "OpenAI Assistant"
+   ]
   },
   "kernelspec": {
    "display_name": "Python 3",
diff --git a/notebook/async_human_input.ipynb b/notebook/async_human_input.ipynb
index 4eb9048fbf9e..45944e668d2d 100644
--- a/notebook/async_human_input.ipynb
+++ b/notebook/async_human_input.ipynb
@@ -1,8 +1,15 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Agent Chat with Async Human Inputs"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -10,179 +17,9 @@
     "id": "tLIs1YRdr8jM",
     "outputId": "909c1c70-1a22-4e9d-b7f4-a40e2d737fb0"
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: pyautogen>=0.2.3 in /home/vscode/.local/lib/python3.10/site-packages (0.2.3)\n",
-      "Requirement already satisfied: openai>=1.3 in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (1.6.1)\n",
-      "Requirement already satisfied: diskcache in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (5.6.3)\n",
-      "Requirement already satisfied: termcolor in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (2.4.0)\n",
-      "Requirement already satisfied: flaml in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (2.1.1)\n",
-      "Requirement already satisfied: python-dotenv in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (1.0.0)\n",
-      "Requirement already satisfied: tiktoken in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (0.5.2)\n",
-      "Requirement already satisfied: pydantic<3,>=1.10 in /home/vscode/.local/lib/python3.10/site-packages (from pyautogen>=0.2.3) (1.10.9)\n",
-      "Requirement already satisfied: anyio<5,>=3.5.0 in /home/vscode/.local/lib/python3.10/site-packages (from openai>=1.3->pyautogen>=0.2.3) (4.2.0)\n",
-      "Requirement already satisfied: distro<2,>=1.7.0 in /home/vscode/.local/lib/python3.10/site-packages (from openai>=1.3->pyautogen>=0.2.3) (1.9.0)\n",
-      "Requirement already satisfied: httpx<1,>=0.23.0 in /home/vscode/.local/lib/python3.10/site-packages (from openai>=1.3->pyautogen>=0.2.3) (0.26.0)\n",
-      "Requirement already satisfied: sniffio in /home/vscode/.local/lib/python3.10/site-packages (from openai>=1.3->pyautogen>=0.2.3) (1.3.0)\n",
-      "Requirement already satisfied: tqdm>4 in /home/vscode/.local/lib/python3.10/site-packages (from openai>=1.3->pyautogen>=0.2.3) (4.66.1)\n",
-      "Requirement already satisfied: typing-extensions<5,>=4.7 in /home/vscode/.local/lib/python3.10/site-packages (from openai>=1.3->pyautogen>=0.2.3) (4.9.0)\n",
-      "Requirement already satisfied: NumPy>=1.17.0rc1 in /home/vscode/.local/lib/python3.10/site-packages (from flaml->pyautogen>=0.2.3) (1.26.3)\n",
-      "Requirement already satisfied: regex>=2022.1.18 in /home/vscode/.local/lib/python3.10/site-packages (from tiktoken->pyautogen>=0.2.3) (2023.12.25)\n",
-      "Requirement already satisfied: requests>=2.26.0 in /usr/local/lib/python3.10/site-packages (from tiktoken->pyautogen>=0.2.3) (2.31.0)\n",
-      "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/site-packages (from anyio<5,>=3.5.0->openai>=1.3->pyautogen>=0.2.3) (3.6)\n",
-      "Requirement already satisfied: exceptiongroup>=1.0.2 in /home/vscode/.local/lib/python3.10/site-packages (from anyio<5,>=3.5.0->openai>=1.3->pyautogen>=0.2.3) (1.2.0)\n",
-      "Requirement already satisfied: certifi in /usr/local/lib/python3.10/site-packages (from httpx<1,>=0.23.0->openai>=1.3->pyautogen>=0.2.3) (2023.11.17)\n",
-      "Requirement already satisfied: httpcore==1.* in /home/vscode/.local/lib/python3.10/site-packages (from httpx<1,>=0.23.0->openai>=1.3->pyautogen>=0.2.3) (1.0.2)\n",
-      "Requirement already satisfied: h11<0.15,>=0.13 in /home/vscode/.local/lib/python3.10/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai>=1.3->pyautogen>=0.2.3) (0.14.0)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/site-packages (from requests>=2.26.0->tiktoken->pyautogen>=0.2.3) (3.3.2)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/vscode/.local/lib/python3.10/site-packages (from requests>=2.26.0->tiktoken->pyautogen>=0.2.3) (1.26.18)\n",
-      "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: chromadb in /home/vscode/.local/lib/python3.10/site-packages (0.4.22)\n",
-      "Requirement already satisfied: build>=1.0.3 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.0.3)\n",
-      "Requirement already satisfied: requests>=2.28 in /usr/local/lib/python3.10/site-packages (from chromadb) (2.31.0)\n",
-      "Requirement already satisfied: pydantic>=1.9 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.10.9)\n",
-      "Requirement already satisfied: chroma-hnswlib==0.7.3 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (0.7.3)\n",
-      "Requirement already satisfied: fastapi>=0.95.2 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (0.108.0)\n",
-      "Requirement already satisfied: uvicorn>=0.18.3 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (0.25.0)\n",
-      "Requirement already satisfied: numpy>=1.22.5 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.26.3)\n",
-      "Requirement already satisfied: posthog>=2.4.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (3.1.0)\n",
-      "Requirement already satisfied: typing-extensions>=4.5.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (4.9.0)\n",
-      "Requirement already satisfied: pulsar-client>=3.1.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (3.4.0)\n",
-      "Requirement already satisfied: onnxruntime>=1.14.1 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.16.3)\n",
-      "Requirement already satisfied: opentelemetry-api>=1.2.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.22.0)\n",
-      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-grpc>=1.2.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.22.0)\n",
-      "Requirement already satisfied: opentelemetry-instrumentation-fastapi>=0.41b0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (0.43b0)\n",
-      "Requirement already satisfied: opentelemetry-sdk>=1.2.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.22.0)\n",
-      "Requirement already satisfied: tokenizers>=0.13.2 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (0.15.0)\n",
-      "Requirement already satisfied: pypika>=0.48.9 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (0.48.9)\n",
-      "Requirement already satisfied: tqdm>=4.65.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (4.66.1)\n",
-      "Requirement already satisfied: overrides>=7.3.1 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (7.4.0)\n",
-      "Requirement already satisfied: importlib-resources in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (6.1.1)\n",
-      "Requirement already satisfied: grpcio>=1.58.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (1.60.0)\n",
-      "Requirement already satisfied: bcrypt>=4.0.1 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (4.1.2)\n",
-      "Requirement already satisfied: typer>=0.9.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (0.9.0)\n",
-      "Requirement already satisfied: kubernetes>=28.1.0 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (28.1.0)\n",
-      "Requirement already satisfied: tenacity>=8.2.3 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (8.2.3)\n",
-      "Requirement already satisfied: PyYAML>=6.0.0 in /usr/local/lib/python3.10/site-packages (from chromadb) (6.0.1)\n",
-      "Requirement already satisfied: mmh3>=4.0.1 in /home/vscode/.local/lib/python3.10/site-packages (from chromadb) (4.0.1)\n",
-      "Requirement already satisfied: packaging>=19.0 in /usr/local/lib/python3.10/site-packages (from build>=1.0.3->chromadb) (23.2)\n",
-      "Requirement already satisfied: pyproject_hooks in /home/vscode/.local/lib/python3.10/site-packages (from build>=1.0.3->chromadb) (1.0.0)\n",
-      "Requirement already satisfied: tomli>=1.1.0 in /usr/local/lib/python3.10/site-packages (from build>=1.0.3->chromadb) (2.0.1)\n",
-      "Requirement already satisfied: starlette<0.33.0,>=0.29.0 in /home/vscode/.local/lib/python3.10/site-packages (from fastapi>=0.95.2->chromadb) (0.32.0.post1)\n",
-      "Requirement already satisfied: certifi>=14.05.14 in /usr/local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (2023.11.17)\n",
-      "Requirement already satisfied: six>=1.9.0 in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (1.16.0)\n",
-      "Requirement already satisfied: python-dateutil>=2.5.3 in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (2.8.2)\n",
-      "Requirement already satisfied: google-auth>=1.0.1 in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (2.26.1)\n",
-      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (1.7.0)\n",
-      "Requirement already satisfied: requests-oauthlib in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (1.3.1)\n",
-      "Requirement already satisfied: oauthlib>=3.2.2 in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (3.2.2)\n",
-      "Requirement already satisfied: urllib3<2.0,>=1.24.2 in /home/vscode/.local/lib/python3.10/site-packages (from kubernetes>=28.1.0->chromadb) (1.26.18)\n",
-      "Requirement already satisfied: coloredlogs in /home/vscode/.local/lib/python3.10/site-packages (from onnxruntime>=1.14.1->chromadb) (15.0.1)\n",
-      "Requirement already satisfied: flatbuffers in /home/vscode/.local/lib/python3.10/site-packages (from onnxruntime>=1.14.1->chromadb) (23.5.26)\n",
-      "Requirement already satisfied: protobuf in /home/vscode/.local/lib/python3.10/site-packages (from onnxruntime>=1.14.1->chromadb) (4.25.1)\n",
-      "Requirement already satisfied: sympy in /home/vscode/.local/lib/python3.10/site-packages (from onnxruntime>=1.14.1->chromadb) (1.12)\n",
-      "Requirement already satisfied: deprecated>=1.2.6 in /usr/local/lib/python3.10/site-packages (from opentelemetry-api>=1.2.0->chromadb) (1.2.14)\n",
-      "Requirement already satisfied: importlib-metadata<7.0,>=6.0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-api>=1.2.0->chromadb) (6.11.0)\n",
-      "Requirement already satisfied: backoff<3.0.0,>=1.10.0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (2.2.1)\n",
-      "Requirement already satisfied: googleapis-common-protos~=1.52 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.62.0)\n",
-      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.22.0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.22.0)\n",
-      "Requirement already satisfied: opentelemetry-proto==1.22.0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.22.0)\n",
-      "Requirement already satisfied: opentelemetry-instrumentation-asgi==0.43b0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.43b0)\n",
-      "Requirement already satisfied: opentelemetry-instrumentation==0.43b0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.43b0)\n",
-      "Requirement already satisfied: opentelemetry-semantic-conventions==0.43b0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.43b0)\n",
-      "Requirement already satisfied: opentelemetry-util-http==0.43b0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.43b0)\n",
-      "Requirement already satisfied: setuptools>=16.0 in /usr/local/lib/python3.10/site-packages (from opentelemetry-instrumentation==0.43b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (69.0.2)\n",
-      "Requirement already satisfied: wrapt<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/site-packages (from opentelemetry-instrumentation==0.43b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (1.16.0)\n",
-      "Requirement already satisfied: asgiref~=3.0 in /home/vscode/.local/lib/python3.10/site-packages (from opentelemetry-instrumentation-asgi==0.43b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (3.7.2)\n",
-      "Requirement already satisfied: monotonic>=1.5 in /home/vscode/.local/lib/python3.10/site-packages (from posthog>=2.4.0->chromadb) (1.6)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/site-packages (from requests>=2.28->chromadb) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/site-packages (from requests>=2.28->chromadb) (3.6)\n",
-      "Requirement already satisfied: huggingface_hub<1.0,>=0.16.4 in /home/vscode/.local/lib/python3.10/site-packages (from tokenizers>=0.13.2->chromadb) (0.20.2)\n",
-      "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/site-packages (from typer>=0.9.0->chromadb) (8.1.7)\n",
-      "Requirement already satisfied: h11>=0.8 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn>=0.18.3->uvicorn[standard]>=0.18.3->chromadb) (0.14.0)\n",
-      "Requirement already satisfied: httptools>=0.5.0 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (0.6.1)\n",
-      "Requirement already satisfied: python-dotenv>=0.13 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (1.0.0)\n",
-      "Requirement already satisfied: uvloop!=0.15.0,!=0.15.1,>=0.14.0 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (0.19.0)\n",
-      "Requirement already satisfied: watchfiles>=0.13 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (0.21.0)\n",
-      "Requirement already satisfied: websockets>=10.4 in /home/vscode/.local/lib/python3.10/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (12.0)\n",
-      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /home/vscode/.local/lib/python3.10/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (5.3.2)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /home/vscode/.local/lib/python3.10/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.3.0)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /home/vscode/.local/lib/python3.10/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (4.9)\n",
-      "Requirement already satisfied: filelock in /home/vscode/.local/lib/python3.10/site-packages (from huggingface_hub<1.0,>=0.16.4->tokenizers>=0.13.2->chromadb) (3.13.1)\n",
-      "Requirement already satisfied: fsspec>=2023.5.0 in /home/vscode/.local/lib/python3.10/site-packages (from huggingface_hub<1.0,>=0.16.4->tokenizers>=0.13.2->chromadb) (2023.12.2)\n",
-      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/site-packages (from importlib-metadata<7.0,>=6.0->opentelemetry-api>=1.2.0->chromadb) (3.17.0)\n",
-      "Requirement already satisfied: anyio<5,>=3.4.0 in /home/vscode/.local/lib/python3.10/site-packages (from starlette<0.33.0,>=0.29.0->fastapi>=0.95.2->chromadb) (4.2.0)\n",
-      "Requirement already satisfied: humanfriendly>=9.1 in /home/vscode/.local/lib/python3.10/site-packages (from coloredlogs->onnxruntime>=1.14.1->chromadb) (10.0)\n",
-      "Requirement already satisfied: mpmath>=0.19 in /home/vscode/.local/lib/python3.10/site-packages (from sympy->onnxruntime>=1.14.1->chromadb) (1.3.0)\n",
-      "Requirement already satisfied: sniffio>=1.1 in /home/vscode/.local/lib/python3.10/site-packages (from anyio<5,>=3.4.0->starlette<0.33.0,>=0.29.0->fastapi>=0.95.2->chromadb) (1.3.0)\n",
-      "Requirement already satisfied: exceptiongroup>=1.0.2 in /home/vscode/.local/lib/python3.10/site-packages (from anyio<5,>=3.4.0->starlette<0.33.0,>=0.29.0->fastapi>=0.95.2->chromadb) (1.2.0)\n",
-      "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /home/vscode/.local/lib/python3.10/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.5.1)\n",
-      "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: sentence_transformers in /home/vscode/.local/lib/python3.10/site-packages (2.2.2)\n",
-      "Requirement already satisfied: transformers<5.0.0,>=4.6.0 in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (4.36.2)\n",
-      "Requirement already satisfied: tqdm in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (4.66.1)\n",
-      "Requirement already satisfied: torch>=1.6.0 in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (2.1.2)\n",
-      "Requirement already satisfied: torchvision in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (0.16.2)\n",
-      "Requirement already satisfied: numpy in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (1.26.3)\n",
-      "Requirement already satisfied: scikit-learn in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (1.3.2)\n",
-      "Requirement already satisfied: scipy in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (1.11.4)\n",
-      "Requirement already satisfied: nltk in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (3.8.1)\n",
-      "Requirement already satisfied: sentencepiece in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (0.1.99)\n",
-      "Requirement already satisfied: huggingface-hub>=0.4.0 in /home/vscode/.local/lib/python3.10/site-packages (from sentence_transformers) (0.20.2)\n",
-      "Requirement already satisfied: filelock in /home/vscode/.local/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence_transformers) (3.13.1)\n",
-      "Requirement already satisfied: fsspec>=2023.5.0 in /home/vscode/.local/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence_transformers) (2023.12.2)\n",
-      "Requirement already satisfied: requests in /usr/local/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence_transformers) (2.31.0)\n",
-      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence_transformers) (6.0.1)\n",
-      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/vscode/.local/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence_transformers) (4.9.0)\n",
-      "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence_transformers) (23.2)\n",
-      "Requirement already satisfied: sympy in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (1.12)\n",
-      "Requirement already satisfied: networkx in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (3.2.1)\n",
-      "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (3.1.2)\n",
-      "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (12.1.105)\n",
-      "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (12.1.105)\n",
-      "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (12.1.105)\n",
-      "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (8.9.2.26)\n",
-      "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (12.1.3.1)\n",
-      "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (11.0.2.54)\n",
-      "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (10.3.2.106)\n",
-      "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (11.4.5.107)\n",
-      "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (12.1.0.106)\n",
-      "Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (2.18.1)\n",
-      "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (12.1.105)\n",
-      "Requirement already satisfied: triton==2.1.0 in /home/vscode/.local/lib/python3.10/site-packages (from torch>=1.6.0->sentence_transformers) (2.1.0)\n",
-      "Requirement already satisfied: nvidia-nvjitlink-cu12 in /home/vscode/.local/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.6.0->sentence_transformers) (12.3.101)\n",
-      "Requirement already satisfied: regex!=2019.12.17 in /home/vscode/.local/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers) (2023.12.25)\n",
-      "Requirement already satisfied: tokenizers<0.19,>=0.14 in /home/vscode/.local/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers) (0.15.0)\n",
-      "Requirement already satisfied: safetensors>=0.3.1 in /home/vscode/.local/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers) (0.4.1)\n",
-      "Requirement already satisfied: click in /usr/local/lib/python3.10/site-packages (from nltk->sentence_transformers) (8.1.7)\n",
-      "Requirement already satisfied: joblib in /home/vscode/.local/lib/python3.10/site-packages (from nltk->sentence_transformers) (1.3.2)\n",
-      "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/vscode/.local/lib/python3.10/site-packages (from scikit-learn->sentence_transformers) (3.2.0)\n",
-      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/vscode/.local/lib/python3.10/site-packages (from torchvision->sentence_transformers) (10.2.0)\n",
-      "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/site-packages (from jinja2->torch>=1.6.0->sentence_transformers) (2.1.3)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (3.6)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/vscode/.local/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (1.26.18)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (2023.11.17)\n",
-      "Requirement already satisfied: mpmath>=0.19 in /home/vscode/.local/lib/python3.10/site-packages (from sympy->torch>=1.6.0->sentence_transformers) (1.3.0)\n",
-      "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: tiktoken in /home/vscode/.local/lib/python3.10/site-packages (0.5.2)\n",
-      "Requirement already satisfied: regex>=2022.1.18 in /home/vscode/.local/lib/python3.10/site-packages (from tiktoken) (2023.12.25)\n",
-      "Requirement already satisfied: requests>=2.26.0 in /usr/local/lib/python3.10/site-packages (from tiktoken) (2.31.0)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/site-packages (from requests>=2.26.0->tiktoken) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/site-packages (from requests>=2.26.0->tiktoken) (3.6)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/vscode/.local/lib/python3.10/site-packages (from requests>=2.26.0->tiktoken) (1.26.18)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/site-packages (from requests>=2.26.0->tiktoken) (2023.11.17)\n",
-      "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: pypdf in /home/vscode/.local/lib/python3.10/site-packages (3.17.4)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pip install \"pyautogen>=0.2.3\" chromadb sentence_transformers tiktoken pypdf"
+    "%pip install \"pyautogen>=0.2.3\" chromadb sentence_transformers tiktoken pypdf nest-asyncio"
    ]
   },
   {
@@ -290,29 +127,6 @@
     "    return llm_config"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "yHIUO2CiwfIp",
-    "outputId": "79ceccca-f91c-4dde-9e21-1f2129cdc1a8"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.10/dist-packages (1.5.8)\n"
-     ]
-    }
-   ],
-   "source": [
-    "!pip install nest-asyncio"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 25,
@@ -378,17 +192,17 @@
   }
  ],
  "metadata": {
-  "front_matter": {
-    "description": "Async human inputs.",
-    "tags": [
-        "async",
-        "human"
-    ]
-  },
   "colab": {
    "provenance": [],
    "toc_visible": true
   },
+  "front_matter": {
+   "description": "Async human inputs.",
+   "tags": [
+    "async",
+    "human"
+   ]
+  },
   "kernelspec": {
    "display_name": "Python 3",
    "name": "python3"