├── .coveragerc ├── .devcontainer ├── Dockerfile ├── README.md ├── dev │ ├── Dockerfile │ └── devcontainer.json ├── devcontainer.json ├── full │ ├── Dockerfile │ └── devcontainer.json └── studio │ ├── Dockerfile │ └── devcontainer.json ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE.md ├── ISSUE_TEMPLATE │ ├── bug_report.yml │ ├── config.yml │ ├── feature_request.yml │ └── general_issue.yml ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── build.yml │ ├── contrib-openai.yml │ ├── contrib-tests.yml │ ├── deploy-website.yml │ ├── dotnet-build.yml │ ├── dotnet-release.yml │ ├── lfs-check.yml │ ├── openai.yml │ ├── pre-commit.yml │ ├── python-package.yml │ ├── samples-tools-tests.yml │ └── type-check.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── LICENSE ├── LICENSE-CODE ├── OAI_CONFIG_LIST_sample ├── README.md ├── SECURITY.md ├── TRANSPARENCY_FAQS.md ├── autogen ├── __init__.py ├── _pydantic.py ├── agentchat │ ├── __init__.py │ ├── agent.py │ ├── assistant_agent.py │ ├── chat.py │ ├── contrib │ │ ├── __init__.py │ │ ├── agent_builder.py │ │ ├── agent_eval │ │ │ ├── README.md │ │ │ ├── agent_eval.py │ │ │ ├── criterion.py │ │ │ ├── critic_agent.py │ │ │ ├── quantifier_agent.py │ │ │ ├── subcritic_agent.py │ │ │ └── task.py │ │ ├── agent_optimizer.py │ │ ├── capabilities │ │ │ ├── __init__.py │ │ │ ├── agent_capability.py │ │ │ ├── context_handling.py │ │ │ ├── generate_images.py │ │ │ ├── teachability.py │ │ │ ├── text_compressors.py │ │ │ ├── transform_messages.py │ │ │ ├── transforms.py │ │ │ ├── transforms_util.py │ │ │ └── vision_capability.py │ │ ├── compressible_agent.py │ │ ├── gpt_assistant_agent.py │ │ ├── img_utils.py │ │ ├── llamaindex_conversable_agent.py │ │ ├── llava_agent.py │ │ ├── math_user_proxy_agent.py │ │ ├── multimodal_conversable_agent.py │ │ ├── qdrant_retrieve_user_proxy_agent.py │ │ ├── retrieve_assistant_agent.py │ │ ├── retrieve_user_proxy_agent.py │ │ ├── society_of_mind_agent.py │ │ ├── text_analyzer_agent.py │ │ ├── vectordb │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── chromadb.py │ │ │ ├── pgvectordb.py │ │ │ └── utils.py │ │ └── web_surfer.py │ ├── conversable_agent.py │ ├── groupchat.py │ ├── user_proxy_agent.py │ └── utils.py ├── browser_utils.py ├── cache │ ├── __init__.py │ ├── abstract_cache_base.py │ ├── cache.py │ ├── cache_factory.py │ ├── cosmos_db_cache.py │ ├── disk_cache.py │ ├── in_memory_cache.py │ └── redis_cache.py ├── code_utils.py ├── coding │ ├── __init__.py │ ├── base.py │ ├── docker_commandline_code_executor.py │ ├── factory.py │ ├── func_with_reqs.py │ ├── jupyter │ │ ├── __init__.py │ │ ├── base.py │ │ ├── docker_jupyter_server.py │ │ ├── embedded_ipython_code_executor.py │ │ ├── jupyter_client.py │ │ ├── jupyter_code_executor.py │ │ └── local_jupyter_server.py │ ├── local_commandline_code_executor.py │ ├── markdown_code_extractor.py │ └── utils.py ├── exception_utils.py ├── extensions │ └── __init__.py ├── formatting_utils.py ├── function_utils.py ├── graph_utils.py ├── io │ ├── __init__.py │ ├── base.py │ ├── console.py │ └── websockets.py ├── logger │ ├── __init__.py │ ├── base_logger.py │ ├── file_logger.py │ ├── logger_factory.py │ ├── logger_utils.py │ └── sqlite_logger.py ├── math_utils.py ├── oai │ ├── __init__.py │ ├── client.py │ ├── completion.py │ ├── gemini.py │ └── openai_utils.py ├── retrieve_utils.py ├── runtime_logging.py ├── token_count_utils.py ├── types.py └── version.py ├── azure-pipelines.yml ├── dotnet ├── .config │ └── dotnet-tools.json ├── .editorconfig ├── .gitignore ├── .tools │ ├── run_all_notebook.ps1 │ └── test-aot-compatibility.ps1 ├── AutoGen.sln ├── Directory.Build.props ├── NuGet.config ├── README.md ├── eng │ ├── MetaInfo.props │ ├── Sign.props │ ├── Version.props │ └── opensource.snk ├── global.json ├── nuget │ ├── NUGET.md │ ├── icon.png │ └── nuget-package.props ├── resource │ └── images │ │ ├── background.png │ │ └── square.png ├── sample │ ├── AutoGen.Anthropic.Samples │ │ ├── AnthropicSamples.cs │ │ ├── AutoGen.Anthropic.Samples.csproj │ │ └── Program.cs │ ├── AutoGen.BasicSamples │ │ ├── AutoGen.BasicSample.csproj │ │ ├── CodeSnippet │ │ │ ├── AgentCodeSnippet.cs │ │ │ ├── BuildInMessageCodeSnippet.cs │ │ │ ├── CreateAnAgent.cs │ │ │ ├── FunctionCallCodeSnippet.cs │ │ │ ├── GetStartCodeSnippet.cs │ │ │ ├── MiddlewareAgentCodeSnippet.cs │ │ │ ├── MistralAICodeSnippet.cs │ │ │ ├── OpenAICodeSnippet.cs │ │ │ ├── PrintMessageMiddlewareCodeSnippet.cs │ │ │ ├── RunCodeSnippetCodeSnippet.cs │ │ │ ├── SemanticKernelCodeSnippet.cs │ │ │ ├── TypeSafeFunctionCallCodeSnippet.cs │ │ │ └── UserProxyAgentCodeSnippet.cs │ │ ├── Example01_AssistantAgent.cs │ │ ├── Example02_TwoAgent_MathChat.cs │ │ ├── Example03_Agent_FunctionCall.cs │ │ ├── Example04_Dynamic_GroupChat_Coding_Task.cs │ │ ├── Example05_Dalle_And_GPT4V.cs │ │ ├── Example06_UserProxyAgent.cs │ │ ├── Example07_Dynamic_GroupChat_Calculate_Fibonacci.cs │ │ ├── Example08_LMStudio.cs │ │ ├── Example09_LMStudio_FunctionCall.cs │ │ ├── Example10_SemanticKernel.cs │ │ ├── Example11_Sequential_GroupChat_Example.cs │ │ ├── Example12_TwoAgent_Fill_Application.cs │ │ ├── Example13_OpenAIAgent_JsonMode.cs │ │ ├── Example14_MistralClientAgent_TokenCount.cs │ │ ├── Example15_GPT4V_BinaryDataImageMessage.cs │ │ ├── Example16_OpenAIChatAgent_ConnectToThirdPartyBackend.cs │ │ ├── GlobalUsing.cs │ │ ├── ImageResources │ │ │ └── square.png │ │ ├── LLMConfiguration.cs │ │ └── Program.cs │ ├── AutoGen.Gemini.Sample │ │ ├── AutoGen.Gemini.Sample.csproj │ │ ├── Chat_With_Google_Gemini.cs │ │ ├── Chat_With_Vertex_Gemini.cs │ │ ├── Function_Call_With_Gemini.cs │ │ ├── Image_Chat_With_Vertex_Gemini.cs │ │ └── Program.cs │ ├── AutoGen.Ollama.Sample │ │ ├── AutoGen.Ollama.Sample.csproj │ │ ├── Chat_With_LLaMA.cs │ │ ├── Chat_With_LLaVA.cs │ │ └── Program.cs │ └── AutoGen.SemanticKernel.Sample │ │ ├── AutoGen.SemanticKernel.Sample.csproj │ │ ├── Create_Semantic_Kernel_Agent.cs │ │ ├── Create_Semantic_Kernel_Chat_Agent.cs │ │ ├── Program.cs │ │ ├── Use_Bing_Search_With_Semantic_Kernel_Agent.cs │ │ └── Use_Kernel_Functions_With_Other_Agent.cs ├── src │ ├── AutoGen.Anthropic │ │ ├── Agent │ │ │ └── AnthropicClientAgent.cs │ │ ├── AnthropicClient.cs │ │ ├── AutoGen.Anthropic.csproj │ │ ├── Converters │ │ │ └── ContentBaseConverter.cs │ │ ├── DTO │ │ │ ├── ChatCompletionRequest.cs │ │ │ ├── ChatCompletionResponse.cs │ │ │ ├── Content.cs │ │ │ └── ErrorResponse.cs │ │ ├── Extensions │ │ │ └── AnthropicAgentExtension.cs │ │ ├── Middleware │ │ │ └── AnthropicMessageConnector.cs │ │ └── Utils │ │ │ └── AnthropicConstants.cs │ ├── AutoGen.Core │ │ ├── Agent │ │ │ ├── DefaultReplyAgent.cs │ │ │ ├── GroupChatManager.cs │ │ │ ├── IAgent.cs │ │ │ ├── IMiddlewareAgent.cs │ │ │ ├── IStreamingAgent.cs │ │ │ ├── MiddlewareAgent.cs │ │ │ └── MiddlewareStreamingAgent.cs │ │ ├── AutoGen.Core.csproj │ │ ├── Extension │ │ │ ├── AgentExtension.cs │ │ │ ├── GroupChatExtension.cs │ │ │ ├── MessageExtension.cs │ │ │ ├── MiddlewareExtension.cs │ │ │ ├── PrintMessageMiddlewareExtension.cs │ │ │ └── StreamingMiddlewareExtension.cs │ │ ├── Function │ │ │ └── FunctionAttribute.cs │ │ ├── GroupChat │ │ │ ├── Graph.cs │ │ │ ├── GroupChat.cs │ │ │ └── RoundRobinGroupChat.cs │ │ ├── IGroupChat.cs │ │ ├── ILLMConfig.cs │ │ ├── Message │ │ │ ├── AggregateMessage.cs │ │ │ ├── IMessage.cs │ │ │ ├── ImageMessage.cs │ │ │ ├── Message.cs │ │ │ ├── MessageEnvelope.cs │ │ │ ├── MultiModalMessage.cs │ │ │ ├── Role.cs │ │ │ ├── TextMessage.cs │ │ │ ├── ToolCallAggregateMessage.cs │ │ │ ├── ToolCallMessage.cs │ │ │ └── ToolCallResultMessage.cs │ │ └── Middleware │ │ │ ├── DelegateMiddleware.cs │ │ │ ├── FunctionCallMiddleware.cs │ │ │ ├── IMiddleware.cs │ │ │ ├── IStreamingMiddleware.cs │ │ │ ├── MiddlewareContext.cs │ │ │ └── PrintMessageMiddleware.cs │ ├── AutoGen.DotnetInteractive │ │ ├── AutoGen.DotnetInteractive.csproj │ │ ├── DotnetInteractiveFunction.cs │ │ ├── Extension │ │ │ └── AgentExtension.cs │ │ ├── GlobalUsing.cs │ │ ├── InteractiveService.cs │ │ ├── RestoreInteractive.config │ │ ├── Utils.cs │ │ └── dotnet-tools.json │ ├── AutoGen.Gemini │ │ ├── AutoGen.Gemini.csproj │ │ ├── Extension │ │ │ └── FunctionContractExtension.cs │ │ ├── GeminiChatAgent.cs │ │ ├── GoogleGeminiClient.cs │ │ ├── IGeminiClient.cs │ │ ├── Middleware │ │ │ ├── GeminiAgentExtension.cs │ │ │ └── GeminiMessageConnector.cs │ │ └── VertexGeminiClient.cs │ ├── AutoGen.LMStudio │ │ ├── AutoGen.LMStudio.csproj │ │ ├── GlobalUsing.cs │ │ ├── LMStudioAgent.cs │ │ ├── LMStudioConfig.cs │ │ └── README.md │ ├── AutoGen.Mistral │ │ ├── Agent │ │ │ └── MistralClientAgent.cs │ │ ├── AutoGen.Mistral.csproj │ │ ├── Converters │ │ │ └── JsonPropertyNameEnumConverter.cs │ │ ├── DTOs │ │ │ ├── ChatCompletionRequest.cs │ │ │ ├── ChatCompletionResponse.cs │ │ │ ├── ChatMessage.cs │ │ │ ├── Choice.cs │ │ │ ├── Error.cs │ │ │ ├── ErrorResponse.cs │ │ │ ├── FunctionDefinition.cs │ │ │ ├── Model.cs │ │ │ ├── ResponseFormat.cs │ │ │ ├── Tool.cs │ │ │ └── Usage.cs │ │ ├── Extension │ │ │ ├── FunctionContractExtension.cs │ │ │ └── MistralAgentExtension.cs │ │ ├── Middleware │ │ │ └── MistralChatMessageConnector.cs │ │ ├── MistralAIModelID.cs │ │ └── MistralClient.cs │ ├── AutoGen.Ollama │ │ ├── Agent │ │ │ └── OllamaAgent.cs │ │ ├── AutoGen.Ollama.csproj │ │ ├── DTOs │ │ │ ├── ChatRequest.cs │ │ │ ├── ChatResponse.cs │ │ │ ├── ChatResponseUpdate.cs │ │ │ ├── Message.cs │ │ │ ├── ModelReplyOptions.cs │ │ │ └── OllamaReplyOptions.cs │ │ ├── Embeddings │ │ │ ├── ITextEmbeddingService.cs │ │ │ ├── OllamaTextEmbeddingService.cs │ │ │ ├── TextEmbeddingsRequest.cs │ │ │ └── TextEmbeddingsResponse.cs │ │ ├── Extension │ │ │ └── OllamaAgentExtension.cs │ │ ├── Middlewares │ │ │ └── OllamaMessageConnector.cs │ │ └── OllamaConsts.cs │ ├── AutoGen.OpenAI │ │ ├── Agent │ │ │ ├── GPTAgent.cs │ │ │ └── OpenAIChatAgent.cs │ │ ├── AutoGen.OpenAI.csproj │ │ ├── AzureOpenAIConfig.cs │ │ ├── Extension │ │ │ ├── FunctionContractExtension.cs │ │ │ ├── MessageExtension.cs │ │ │ └── OpenAIAgentExtension.cs │ │ ├── GlobalUsing.cs │ │ ├── Middleware │ │ │ └── OpenAIChatRequestMessageConnector.cs │ │ └── OpenAIConfig.cs │ ├── AutoGen.SemanticKernel │ │ ├── AutoGen.SemanticKernel.csproj │ │ ├── Extension │ │ │ ├── KernelExtension.cs │ │ │ └── SemanticKernelAgentExtension.cs │ │ ├── GlobalUsing.cs │ │ ├── Middleware │ │ │ ├── KernelPluginMiddleware.cs │ │ │ └── SemanticKernelChatMessageContentConnector.cs │ │ ├── SemanticKernelAgent.cs │ │ └── SemanticKernelChatCompletionAgent.cs │ ├── AutoGen.SourceGenerator │ │ ├── AutoGen.SourceGenerator.csproj │ │ ├── DocumentCommentExtension.cs │ │ ├── FunctionCallGenerator.cs │ │ ├── FunctionExtension.cs │ │ ├── README.md │ │ ├── SourceGeneratorFunctionContract.cs │ │ └── Template │ │ │ ├── FunctionCallTemplate.cs │ │ │ └── FunctionCallTemplate.tt │ └── AutoGen │ │ ├── API │ │ └── LLMConfigAPI.cs │ │ ├── Agent │ │ ├── AssistantAgent.cs │ │ ├── ConversableAgent.cs │ │ └── UserProxyAgent.cs │ │ ├── AutoGen.csproj │ │ ├── ConversableAgentConfig.cs │ │ ├── GlobalUsing.cs │ │ └── Middleware │ │ └── HumanInputMiddleware.cs ├── test │ ├── .editorconfig │ ├── AutoGen.Anthropic.Tests │ │ ├── AnthropicClientAgentTest.cs │ │ ├── AnthropicClientTest.cs │ │ ├── AnthropicTestUtils.cs │ │ ├── AutoGen.Anthropic.Tests.csproj │ │ └── images │ │ │ ├── .gitattributes │ │ │ └── square.png │ ├── AutoGen.AotCompatibility.Tests │ │ ├── AutoGen.AotCompatibility.Tests.csproj │ │ └── Program.cs │ ├── AutoGen.DotnetInteractive.Tests │ │ ├── AutoGen.DotnetInteractive.Tests.csproj │ │ └── DotnetInteractiveServiceTest.cs │ ├── AutoGen.Gemini.Tests │ │ ├── ApprovalTests │ │ │ └── FunctionContractExtensionTests.ItGenerateGetWeatherToolTest.approved.txt │ │ ├── AutoGen.Gemini.Tests.csproj │ │ ├── FunctionContractExtensionTests.cs │ │ ├── Functions.cs │ │ ├── GeminiAgentTests.cs │ │ ├── GeminiMessageTests.cs │ │ ├── GoogleGeminiClientTests.cs │ │ ├── SampleTests.cs │ │ └── VertexGeminiClientTests.cs │ ├── AutoGen.Mistral.Tests │ │ ├── AutoGen.Mistral.Tests.csproj │ │ ├── MistralClientAgentTests.cs │ │ └── MistralClientTests.cs │ ├── AutoGen.Ollama.Tests │ │ ├── AutoGen.Ollama.Tests.csproj │ │ ├── OllamaAgentTests.cs │ │ ├── OllamaMessageTests.cs │ │ ├── OllamaTextEmbeddingServiceTests.cs │ │ └── images │ │ │ ├── image.png │ │ │ └── square.png │ ├── AutoGen.OpenAI.Tests │ │ ├── ApprovalTests │ │ │ └── OpenAIMessageTests.BasicMessageTest.approved.txt │ │ ├── AutoGen.OpenAI.Tests.csproj │ │ ├── GlobalUsing.cs │ │ ├── MathClassTest.cs │ │ ├── OpenAIChatAgentTest.cs │ │ └── OpenAIMessageTests.cs │ ├── AutoGen.SemanticKernel.Tests │ │ ├── ApprovalTests │ │ │ ├── KernelFunctionExtensionTests.ItCreateFunctionContractsFromMethod.approved.txt │ │ │ ├── KernelFunctionExtensionTests.ItCreateFunctionContractsFromPrompt.approved.txt │ │ │ └── KernelFunctionExtensionTests.ItCreateFunctionContractsFromTestPlugin.approved.txt │ │ ├── AutoGen.SemanticKernel.Tests.csproj │ │ ├── KernelFunctionExtensionTests.cs │ │ ├── KernelFunctionMiddlewareTests.cs │ │ └── SemanticKernelAgentTest.cs │ ├── AutoGen.SourceGenerator.Tests │ │ ├── ApprovalTests │ │ │ ├── FunctionCallTemplateTests.TestFunctionCallTemplate.approved.txt │ │ │ ├── FunctionExample.Add_Test.approved.txt │ │ │ ├── FunctionExample.DictionaryToString_Test.approved.txt │ │ │ ├── FunctionExample.Query_Test.approved.txt │ │ │ └── FunctionExample.Sum_Test.approved.txt │ │ ├── AutoGen.SourceGenerator.Tests.csproj │ │ ├── FilescopeNamespaceFunctionExample.cs │ │ ├── FunctionCallTemplateTests.cs │ │ ├── FunctionExample.test.cs │ │ ├── FunctionExamples.cs │ │ └── TopLevelStatementFunctionExample.cs │ └── AutoGen.Tests │ │ ├── ApprovalTests │ │ └── square.png │ │ ├── Attribute │ │ ├── EnvironmentSpecificFactAttribute.cs │ │ └── OpenAIFact.cs │ │ ├── AutoGen.Tests.csproj │ │ ├── BasicSampleTest.cs │ │ ├── EchoAgent.cs │ │ ├── GlobalUsing.cs │ │ ├── ImageMessageTests.cs │ │ ├── MiddlewareAgentTest.cs │ │ ├── MiddlewareTest.cs │ │ ├── SingleAgentTest.cs │ │ ├── TwoAgentTest.cs │ │ └── WorkflowTest.cs └── website │ ├── .gitignore │ ├── README.md │ ├── articles │ ├── Agent-overview.md │ ├── AutoGen-Mistral-Overview.md │ ├── AutoGen-OpenAI-Overview.md │ ├── AutoGen.Gemini │ │ ├── Chat-with-google-gemini.md │ │ ├── Chat-with-vertex-gemini.md │ │ ├── Function-call-with-gemini.md │ │ ├── Image-chat-with-gemini.md │ │ └── Overview.md │ ├── AutoGen.Ollama │ │ ├── Chat-with-llama.md │ │ └── Chat-with-llava.md │ ├── AutoGen.SemanticKernel │ │ ├── AutoGen-SemanticKernel-Overview.md │ │ ├── SemanticKernelAgent-simple-chat.md │ │ ├── SemanticKernelAgent-support-more-messages.md │ │ ├── SemanticKernelChatAgent-simple-chat.md │ │ └── Use-kernel-plugin-in-other-agents.md │ ├── Built-in-messages.md │ ├── Consume-LLM-server-from-LM-Studio.md │ ├── Create-a-user-proxy-agent.md │ ├── Create-an-agent.md │ ├── Create-type-safe-function-call.md │ ├── Create-your-own-agent.md │ ├── Create-your-own-middleware.md │ ├── Function-call-middleware.md │ ├── Function-call-overview.md │ ├── Group-chat-overview.md │ ├── Group-chat.md │ ├── Installation.md │ ├── Middleware-overview.md │ ├── MistralChatAgent-count-token-usage.md │ ├── MistralChatAgent-use-function-call.md │ ├── OpenAIChatAgent-connect-to-third-party-api.md │ ├── OpenAIChatAgent-simple-chat.md │ ├── OpenAIChatAgent-support-more-messages.md │ ├── OpenAIChatAgent-use-function-call.md │ ├── OpenAIChatAgent-use-json-mode.md │ ├── Print-message-middleware.md │ ├── Roundrobin-chat.md │ ├── Run-dotnet-code.md │ ├── Two-agent-chat.md │ ├── Use-function-call.md │ ├── Use-graph-in-group-chat.md │ ├── getting-start.md │ └── toc.yml │ ├── docfx.json │ ├── filterConfig.yml │ ├── images │ ├── ag.ico │ ├── ag.svg │ └── articles │ │ ├── ConnectTo3PartyOpenAI │ │ └── output.gif │ │ ├── CreateUserProxyAgent │ │ └── image-1.png │ │ ├── DynamicGroupChat │ │ └── dynamicChat.gif │ │ ├── PrintMessageMiddleware │ │ ├── printMessage.png │ │ └── streamingoutput.gif │ │ └── SequentialGroupChat │ │ └── SearcherSummarizer.gif │ ├── index.md │ ├── template │ └── public │ │ └── main.js │ ├── toc.yml │ └── update.md ├── notebook ├── Async_human_input.ipynb ├── JSON_mode_example.ipynb ├── agent_library_example.json ├── agentchat_MathChat.ipynb ├── agentchat_RetrieveChat.ipynb ├── agentchat_agentops.ipynb ├── agentchat_agentoptimizer.ipynb ├── agentchat_auto_feedback_from_code_execution.ipynb ├── agentchat_azr_ai_search.ipynb ├── agentchat_capability_long_context_handling.ipynb ├── agentchat_compression.ipynb ├── agentchat_cost_token_tracking.ipynb ├── agentchat_custom_model.ipynb ├── agentchat_dalle_and_gpt4v.ipynb ├── agentchat_databricks_dbrx.ipynb ├── agentchat_function_call.ipynb ├── agentchat_function_call_async.ipynb ├── agentchat_function_call_code_writing.ipynb ├── agentchat_function_call_currency_calculator.ipynb ├── agentchat_group_chat_with_llamaindex_agents.ipynb ├── agentchat_groupchat.ipynb ├── agentchat_groupchat_RAG.ipynb ├── agentchat_groupchat_customized.ipynb ├── agentchat_groupchat_finite_state_machine.ipynb ├── agentchat_groupchat_research.ipynb ├── agentchat_groupchat_stateflow.ipynb ├── agentchat_groupchat_vis.ipynb ├── agentchat_guidance.ipynb ├── agentchat_human_feedback.ipynb ├── agentchat_image_generation_capability.ipynb ├── agentchat_inception_function.ipynb ├── agentchat_langchain.ipynb ├── agentchat_lmm_gpt-4v.ipynb ├── agentchat_lmm_llava.ipynb ├── agentchat_logging.ipynb ├── agentchat_microsoft_fabric.ipynb ├── agentchat_multi_task_async_chats.ipynb ├── agentchat_multi_task_chats.ipynb ├── agentchat_nested_chats_chess.ipynb ├── agentchat_nested_sequential_chats.ipynb ├── agentchat_nestedchat.ipynb ├── agentchat_nestedchat_optiguide.ipynb ├── agentchat_oai_assistant_function_call.ipynb ├── agentchat_oai_assistant_groupchat.ipynb ├── agentchat_oai_assistant_retrieval.ipynb ├── agentchat_oai_assistant_twoagents_basic.ipynb ├── agentchat_oai_code_interpreter.ipynb ├── agentchat_pgvector_RetrieveChat.ipynb ├── agentchat_planning.ipynb ├── agentchat_qdrant_RetrieveChat.ipynb ├── agentchat_society_of_mind.ipynb ├── agentchat_sql_spider.ipynb ├── agentchat_stream.ipynb ├── agentchat_surfer.ipynb ├── agentchat_teachability.ipynb ├── agentchat_teachable_oai_assistants.ipynb ├── agentchat_teaching.ipynb ├── agentchat_transform_messages.ipynb ├── agentchat_two_users.ipynb ├── agentchat_video_transcript_translate_with_whisper.ipynb ├── agentchat_web_info.ipynb ├── agentchat_webscraping_with_apify.ipynb ├── agentchat_websockets.ipynb ├── agentchats_sequential_chats.ipynb ├── agenteval_cq_math.ipynb ├── autobuild_agent_library.ipynb ├── autobuild_basic.ipynb ├── config_loader_utility_functions.ipynb ├── contributing.md ├── friendly_and_suspicous.jpg ├── gpt_assistant_agent_function_call.ipynb ├── nested-chats-chess.png ├── nested_chat_1.png ├── nested_chat_2.png ├── oai_chatgpt_gpt4.ipynb ├── oai_completion.ipynb ├── optiGuide_new_design.png └── viz_gc.png ├── pyproject.toml ├── samples ├── apps │ ├── auto-anny │ │ ├── README.md │ │ ├── agent_utils.py │ │ ├── bot.py │ │ ├── images │ │ │ └── icon.png │ │ └── requirements.txt │ ├── autogen-studio │ │ ├── .gitignore │ │ ├── Dockerfile │ │ ├── MANIFEST.in │ │ ├── README.md │ │ ├── autogenstudio │ │ │ ├── __init__.py │ │ │ ├── chatmanager.py │ │ │ ├── cli.py │ │ │ ├── database │ │ │ │ ├── __init__.py │ │ │ │ ├── alembic.ini │ │ │ │ ├── dbmanager.py │ │ │ │ ├── migrations │ │ │ │ │ ├── README │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── env.py │ │ │ │ │ └── script.py.mako │ │ │ │ └── utils.py │ │ │ ├── datamodel.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── dbdefaults.json │ │ │ │ └── utils.py │ │ │ ├── version.py │ │ │ ├── web │ │ │ │ ├── __init__.py │ │ │ │ └── app.py │ │ │ └── workflowmanager.py │ │ ├── docs │ │ │ └── ara_stockprices.png │ │ ├── frontend │ │ │ ├── .env.default │ │ │ ├── .gitignore │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── gatsby-browser.js │ │ │ ├── gatsby-config.ts │ │ │ ├── gatsby-ssr.tsx │ │ │ ├── package.json │ │ │ ├── postcss.config.js │ │ │ ├── src │ │ │ │ ├── components │ │ │ │ │ ├── atoms.tsx │ │ │ │ │ ├── footer.tsx │ │ │ │ │ ├── header.tsx │ │ │ │ │ ├── icons.tsx │ │ │ │ │ ├── layout.tsx │ │ │ │ │ ├── types.ts │ │ │ │ │ ├── utils.ts │ │ │ │ │ └── views │ │ │ │ │ │ ├── builder │ │ │ │ │ │ ├── agents.tsx │ │ │ │ │ │ ├── build.tsx │ │ │ │ │ │ ├── models.tsx │ │ │ │ │ │ ├── skills.tsx │ │ │ │ │ │ ├── utils │ │ │ │ │ │ │ ├── agentconfig.tsx │ │ │ │ │ │ │ ├── modelconfig.tsx │ │ │ │ │ │ │ ├── selectors.tsx │ │ │ │ │ │ │ └── workflowconfig.tsx │ │ │ │ │ │ └── workflow.tsx │ │ │ │ │ │ ├── gallery │ │ │ │ │ │ └── gallery.tsx │ │ │ │ │ │ └── playground │ │ │ │ │ │ ├── chatbox.tsx │ │ │ │ │ │ ├── metadata.tsx │ │ │ │ │ │ ├── ra.tsx │ │ │ │ │ │ ├── sessions.tsx │ │ │ │ │ │ ├── sidebar.tsx │ │ │ │ │ │ └── utils │ │ │ │ │ │ └── selectors.tsx │ │ │ │ ├── hooks │ │ │ │ │ ├── provider.tsx │ │ │ │ │ └── store.tsx │ │ │ │ ├── images │ │ │ │ │ └── icon.png │ │ │ │ ├── pages │ │ │ │ │ ├── 404.tsx │ │ │ │ │ ├── build.tsx │ │ │ │ │ ├── gallery │ │ │ │ │ │ └── index.tsx │ │ │ │ │ └── index.tsx │ │ │ │ └── styles │ │ │ │ │ └── global.css │ │ │ ├── static │ │ │ │ └── images │ │ │ │ │ └── svgs │ │ │ │ │ └── welcome.svg │ │ │ ├── tailwind.config.js │ │ │ └── tsconfig.json │ │ ├── notebooks │ │ │ ├── agent_spec.json │ │ │ ├── groupchat_spec.json │ │ │ └── tutorial.ipynb │ │ ├── pyproject.toml │ │ ├── requirements.txt │ │ └── setup.py │ ├── cap │ │ ├── README.md │ │ ├── TODO.md │ │ ├── c# │ │ │ └── Readme.md │ │ ├── c++ │ │ │ └── Readme.md │ │ ├── node │ │ │ └── Readme.md │ │ └── py │ │ │ ├── README.md │ │ │ ├── autogencap │ │ │ ├── Actor.py │ │ │ ├── ActorConnector.py │ │ │ ├── Broker.py │ │ │ ├── ComponentEnsemble.py │ │ │ ├── Config.py │ │ │ ├── Constants.py │ │ │ ├── DebugLog.py │ │ │ ├── DirectorySvc.py │ │ │ ├── __init__.py │ │ │ ├── ag_adapter │ │ │ │ ├── AG2CAP.py │ │ │ │ ├── AGActor.py │ │ │ │ ├── AutoGenConnector.py │ │ │ │ ├── CAP2AG.py │ │ │ │ ├── CAPGroupChat.py │ │ │ │ ├── CAPGroupChatManager.py │ │ │ │ ├── CAPPair.py │ │ │ │ ├── __init__.py │ │ │ │ └── agent.py │ │ │ ├── proto │ │ │ │ ├── Autogen.proto │ │ │ │ ├── Autogen_pb2.py │ │ │ │ ├── Autogen_pb2.pyi │ │ │ │ ├── CAP.proto │ │ │ │ ├── CAP_pb2.py │ │ │ │ ├── CAP_pb2.pyi │ │ │ │ ├── __init__.py │ │ │ │ └── proto-instructions.txt │ │ │ ├── requirements.txt │ │ │ ├── setup.py │ │ │ └── utility.py │ │ │ ├── demo │ │ │ ├── AGDemo.py │ │ │ ├── AGGroupChatDemo.py │ │ │ ├── App.py │ │ │ ├── AppAgents.py │ │ │ ├── CAPAutGenGroupDemo.py │ │ │ ├── CAPAutoGenPairDemo.py │ │ │ ├── ComplexActorDemo.py │ │ │ ├── RemoteAGDemo.py │ │ │ ├── SimpleActorDemo.py │ │ │ ├── _paths.py │ │ │ ├── list_agents.py │ │ │ ├── single_threaded.py │ │ │ ├── standalone │ │ │ │ ├── Assistant.py │ │ │ │ ├── Broker.py │ │ │ │ ├── UserProxy.py │ │ │ │ ├── _paths.py │ │ │ │ ├── directory_svc.py │ │ │ │ └── user_proxy.py │ │ │ └── zmq_tests.py │ │ │ └── pyproject.toml │ ├── promptflow-autogen │ │ ├── .gitignore │ │ ├── .promptflow │ │ │ └── flow.tools.json │ │ ├── README.md │ │ ├── agentchat_nestedchat.py │ │ ├── autogen_stateflow.py │ │ ├── autogen_task.py │ │ ├── azure_openai.yaml │ │ ├── custom_conn.yaml │ │ ├── flow.dag.yaml │ │ └── requirements.txt │ └── websockets │ │ ├── README.md │ │ ├── application.py │ │ └── setup.py ├── simple_chat.py └── tools │ ├── autogenbench │ ├── .gitignore │ ├── CONTRIBUTING.md │ ├── MANIFEST.in │ ├── README.md │ ├── autogenbench │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── cli.py │ │ ├── clone_cmd.py │ │ ├── load_module.py │ │ ├── res │ │ │ └── Dockerfile │ │ ├── run_cmd.py │ │ ├── tabulate_cmd.py │ │ ├── template │ │ │ ├── global_finalize.sh │ │ │ ├── global_init.sh │ │ │ ├── requirements.txt │ │ │ └── testbed_utils.py │ │ └── version.py │ ├── pyproject.toml │ ├── scenarios │ │ ├── AutoGPT │ │ │ ├── Challenges │ │ │ │ ├── 10_password_generator │ │ │ │ │ ├── custom_python │ │ │ │ │ │ └── test_pwd.py │ │ │ │ │ └── data.json │ │ │ │ ├── 11_file_organizer │ │ │ │ │ ├── custom_python │ │ │ │ │ │ └── test_file_organize.py │ │ │ │ │ └── data.json │ │ │ │ ├── 12_url_shortener │ │ │ │ │ ├── custom_python │ │ │ │ │ │ └── test_url_shorten.py │ │ │ │ │ └── data.json │ │ │ │ ├── 13_tic_tac_toe │ │ │ │ │ ├── custom_python │ │ │ │ │ │ └── test_tictactoe.py │ │ │ │ │ └── data.json │ │ │ │ ├── 1_sort_csv │ │ │ │ │ ├── artifacts_in │ │ │ │ │ │ └── input.csv │ │ │ │ │ └── data.json │ │ │ │ ├── 2_combine_csv │ │ │ │ │ ├── artifacts_in │ │ │ │ │ │ ├── file1.csv │ │ │ │ │ │ └── file2.csv │ │ │ │ │ └── data.json │ │ │ │ ├── 3_qa_small_csv │ │ │ │ │ ├── artifacts_in │ │ │ │ │ │ └── file1.csv │ │ │ │ │ └── data.json │ │ │ │ ├── 4_qa_csv │ │ │ │ │ ├── artifacts_in │ │ │ │ │ │ └── file1.csv │ │ │ │ │ └── data.json │ │ │ │ ├── 5_search │ │ │ │ │ └── data.json │ │ │ │ ├── 6_book_price │ │ │ │ │ └── data.json │ │ │ │ ├── 7_revenue │ │ │ │ │ └── data.json │ │ │ │ ├── 8_get_information │ │ │ │ │ └── data.json │ │ │ │ └── 9_three_sum │ │ │ │ │ ├── custom_python │ │ │ │ │ └── test_three_sum.py │ │ │ │ │ └── data.json │ │ │ ├── MANIFEST.json │ │ │ ├── README.md │ │ │ ├── Scripts │ │ │ │ ├── custom_tabulate.py │ │ │ │ └── init_tasks.py │ │ │ └── Templates │ │ │ │ └── TwoAgents │ │ │ │ ├── check.py │ │ │ │ ├── scenario.py │ │ │ │ ├── scenario_init.sh │ │ │ │ ├── should_contain.json.txt │ │ │ │ └── should_not_contain.json.txt │ │ ├── Examples │ │ │ ├── ENV.json │ │ │ ├── MANIFEST.json │ │ │ ├── README.md │ │ │ ├── Tasks │ │ │ │ ├── default_three_agents.jsonl │ │ │ │ └── default_two_agents.jsonl │ │ │ └── Templates │ │ │ │ ├── ThreeAgents │ │ │ │ └── scenario.py │ │ │ │ └── TwoAgents │ │ │ │ ├── scenario.py │ │ │ │ ├── scenario_finalize.sh │ │ │ │ └── scenario_init.sh │ │ ├── GAIA │ │ │ ├── MANIFEST.json │ │ │ ├── README.md │ │ │ ├── Scripts │ │ │ │ ├── custom_tabulate.py │ │ │ │ └── init_tasks.py │ │ │ └── Templates │ │ │ │ ├── BasicTwoAgents │ │ │ │ ├── expected_answer.txt │ │ │ │ ├── prompt.txt │ │ │ │ └── scenario.py │ │ │ │ └── SocietyOfMind │ │ │ │ ├── expected_answer.txt │ │ │ │ ├── prompt.txt │ │ │ │ ├── requirements.txt │ │ │ │ └── scenario.py │ │ ├── HumanEval │ │ │ ├── MANIFEST.json │ │ │ ├── README.md │ │ │ ├── Scripts │ │ │ │ ├── custom_tabulate.py │ │ │ │ └── init_tasks.py │ │ │ └── Templates │ │ │ │ ├── GroupChatFourAgents │ │ │ │ ├── coding │ │ │ │ │ └── my_tests.py │ │ │ │ ├── prompt.txt │ │ │ │ └── scenario.py │ │ │ │ ├── GroupChatThreeAgents_Distractor │ │ │ │ ├── coding │ │ │ │ │ └── my_tests.py │ │ │ │ ├── prompt.txt │ │ │ │ └── scenario.py │ │ │ │ ├── GroupChatThreeAgents_Guardrails │ │ │ │ ├── coding │ │ │ │ │ └── my_tests.py │ │ │ │ ├── prompt.txt │ │ │ │ └── scenario.py │ │ │ │ └── TwoAgents │ │ │ │ ├── coding │ │ │ │ └── my_tests.py │ │ │ │ ├── prompt.txt │ │ │ │ └── scenario.py │ │ ├── MANIFEST.json │ │ └── MATH │ │ │ ├── MANIFEST.json │ │ │ ├── README.md │ │ │ ├── Scripts │ │ │ ├── custom_tabulate.py │ │ │ └── init_tasks.py │ │ │ └── Templates │ │ │ └── TwoAgents │ │ │ ├── expected_answer.txt │ │ │ ├── prompt.txt │ │ │ ├── scenario.py │ │ │ └── scenario_init.sh │ └── setup.py │ ├── finetuning │ ├── README.md │ ├── finetuning │ │ ├── __init__.py │ │ └── update_model.py │ └── tests │ │ └── test_conversable_agent_update_model.py │ └── webarena │ ├── README.md │ └── webarena │ ├── run.py │ └── webarena_agents.py ├── scripts ├── docs_build.sh ├── docs_serve.sh └── pre-commit-mypy-run.sh ├── setup.py ├── test ├── agentchat │ ├── contrib │ │ ├── agent_eval │ │ │ ├── test_agent_eval.py │ │ │ ├── test_criterion.py │ │ │ └── test_task.py │ │ ├── capabilities │ │ │ ├── chat_with_teachable_agent.py │ │ │ ├── test_context_handling.py │ │ │ ├── test_image_generation_capability.py │ │ │ ├── test_teachable_agent.py │ │ │ ├── test_transform_messages.py │ │ │ ├── test_transforms.py │ │ │ ├── test_transforms_util.py │ │ │ └── test_vision_capability.py │ │ ├── example_agent_builder_library.json │ │ ├── example_test_agent_builder_config.json │ │ ├── retrievechat │ │ │ ├── test_pgvector_retrievechat.py │ │ │ ├── test_qdrant_retrievechat.py │ │ │ └── test_retrievechat.py │ │ ├── test_agent_builder.py │ │ ├── test_agent_optimizer.py │ │ ├── test_compressible_agent.py │ │ ├── test_gpt_assistant.py │ │ ├── test_img_utils.py │ │ ├── test_llamaindex_conversable_agent.py │ │ ├── test_llava.py │ │ ├── test_lmm.py │ │ ├── test_society_of_mind_agent.py │ │ ├── test_web_surfer.py │ │ └── vectordb │ │ │ ├── test_chromadb.py │ │ │ ├── test_pgvectordb.py │ │ │ └── test_vectordb_utils.py │ ├── extensions │ │ ├── __init__.py │ │ ├── tsp.py │ │ └── tsp_api.py │ ├── test_agent_file_logging.py │ ├── test_agent_logging.py │ ├── test_agent_setup_with_use_docker_settings.py │ ├── test_agent_usage.py │ ├── test_agentchat_utils.py │ ├── test_assistant_agent.py │ ├── test_async.py │ ├── test_async_chats.py │ ├── test_async_get_human_input.py │ ├── test_cache_agent.py │ ├── test_chats.py │ ├── test_conversable_agent.py │ ├── test_function_and_tool_calling.py │ ├── test_function_call.py │ ├── test_function_call_groupchat.py │ ├── test_groupchat.py │ ├── test_human_input.py │ ├── test_math_user_proxy_agent.py │ ├── test_nested.py │ ├── test_tool_calls.py │ └── tsp_prompt.txt ├── cache │ ├── test_cache.py │ ├── test_cosmos_db_cache.py │ ├── test_disk_cache.py │ ├── test_in_memory_cache.py │ └── test_redis_cache.py ├── coding │ ├── test_commandline_code_executor.py │ ├── test_embedded_ipython_code_executor.py │ ├── test_factory.py │ ├── test_markdown_code_extractor.py │ └── test_user_defined_functions.py ├── conftest.py ├── io │ ├── test_base.py │ ├── test_console.py │ └── test_websockets.py ├── oai │ ├── _test_completion.py │ ├── test_client.py │ ├── test_client_stream.py │ ├── test_custom_client.py │ ├── test_gemini.py │ └── test_utils.py ├── test_browser_utils.py ├── test_code_utils.py ├── test_files │ ├── agenteval-in-out │ │ └── samples │ │ │ ├── sample_math_criteria.json │ │ │ ├── sample_math_evaluated_results.json │ │ │ ├── sample_math_response_failed.txt │ │ │ ├── sample_math_response_successful.txt │ │ │ └── sample_test_case.json │ ├── example.docx │ ├── example.pdf │ ├── example.txt │ ├── radius.txt │ └── test_image.png ├── test_function_utils.py ├── test_graph_utils.py ├── test_logging.py ├── test_notebook.py ├── test_pydantic.py ├── test_retrieve_utils.py ├── test_token_count.py └── twoagent.py └── website ├── .gitignore ├── README.md ├── babel.config.js ├── blog ├── 2023-04-21-LLM-tuning-math │ ├── img │ │ ├── level2algebra.png │ │ ├── level3algebra.png │ │ ├── level4algebra.png │ │ └── level5algebra.png │ └── index.md ├── 2023-05-18-GPT-adaptive-humaneval │ ├── img │ │ ├── design.png │ │ └── humaneval.png │ └── index.mdx ├── 2023-06-28-MathChat │ ├── img │ │ ├── mathchatflow.png │ │ └── result.png │ └── index.mdx ├── 2023-07-14-Local-LLMs │ └── index.md ├── 2023-10-18-RetrieveChat │ ├── img │ │ ├── autogen-rag.gif │ │ └── retrievechat-arch.png │ └── index.mdx ├── 2023-10-26-TeachableAgent │ ├── img │ │ └── teachable-arch.png │ └── index.mdx ├── 2023-11-06-LMM-Agent │ ├── img │ │ └── teaser.png │ └── index.mdx ├── 2023-11-09-EcoAssistant │ ├── img │ │ ├── chat.png │ │ ├── results.png │ │ ├── system.png │ │ ├── template-demo.png │ │ └── template.png │ └── index.mdx ├── 2023-11-13-OAI-assistants │ ├── img │ │ └── teaser.jpg │ └── index.mdx ├── 2023-11-20-AgentEval │ ├── img │ │ ├── agenteval-CQ.png │ │ ├── math-problems-plot.png │ │ └── tasks-taxonomy.png │ └── index.mdx ├── 2023-11-26-Agent-AutoBuild │ ├── img │ │ └── agent_autobuild.png │ └── index.mdx ├── 2023-12-01-AutoGenStudio │ ├── img │ │ ├── autogenstudio_config.png │ │ ├── autogenstudio_home.png │ │ └── autogenstudio_skills.png │ └── index.mdx ├── 2023-12-23-AgentOptimizer │ ├── img │ │ └── agentoptimizer.png │ └── index.mdx ├── 2023-12-29-AgentDescriptions │ └── index.mdx ├── 2024-01-23-Code-execution-in-docker │ └── index.mdx ├── 2024-01-25-AutoGenBench │ ├── img │ │ └── teaser.jpg │ └── index.mdx ├── 2024-01-26-Custom-Models │ └── index.mdx ├── 2024-02-02-AutoAnny │ ├── img │ │ └── AutoAnnyLogo.jpg │ └── index.mdx ├── 2024-02-11-FSM-GroupChat │ ├── img │ │ ├── FSM_logic.png │ │ ├── FSM_of_multi-agents.png │ │ └── teaser.jpg │ └── index.mdx ├── 2024-02-29-StateFlow │ ├── img │ │ ├── alfworld.png │ │ ├── bash_result.png │ │ ├── intercode.png │ │ └── sf_example_1.png │ └── index.mdx ├── 2024-03-03-AutoGen-Update │ ├── img │ │ ├── contributors.png │ │ ├── dalle_gpt4v.png │ │ ├── gaia.png │ │ ├── love.png │ │ └── teach.png │ └── index.mdx ├── 2024-03-11-AutoDefense │ ├── Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx │ └── imgs │ │ ├── architecture.png │ │ ├── defense-agency-design.png │ │ ├── table-4agents.png │ │ ├── table-agents.png │ │ └── table-compared-methods.png ├── 2024-05-24-Agent │ ├── img │ │ ├── agents.png │ │ └── leadership.png │ └── index.mdx └── authors.yml ├── build_website.sh ├── docs ├── Examples.md ├── FAQ.mdx ├── Gallery.mdx ├── Getting-Started.mdx ├── Migration-Guide.md ├── Research.md ├── Use-Cases │ ├── agent_chat.md │ ├── enhanced_inference.md │ └── images │ │ ├── agent_example.png │ │ ├── app.png │ │ └── autogen_agents.png ├── autogen-studio │ ├── faqs.md │ ├── getting-started.md │ ├── img │ │ ├── agent_assistant.png │ │ ├── agent_groupchat.png │ │ ├── agent_new.png │ │ ├── agent_skillsmodel.png │ │ ├── ara_stockprices.png │ │ ├── model_new.png │ │ ├── model_openai.png │ │ ├── skill.png │ │ ├── workflow_chat.png │ │ ├── workflow_export.png │ │ ├── workflow_new.png │ │ ├── workflow_profile.png │ │ ├── workflow_sequential.png │ │ └── workflow_test.png │ └── usage.md ├── contributor-guide │ ├── contributing.md │ ├── docker.md │ ├── documentation.md │ ├── file-bug-report.md │ ├── maintainer.md │ ├── pre-commit.md │ └── tests.md ├── ecosystem │ ├── agentops.md │ ├── composio.md │ ├── databricks.md │ ├── img │ │ ├── ecosystem-composio.png │ │ ├── ecosystem-databricks.png │ │ ├── ecosystem-fabric.png │ │ ├── ecosystem-llamaindex.png │ │ ├── ecosystem-memgpt.png │ │ ├── ecosystem-ollama.png │ │ └── ecosystem-promptflow.png │ ├── llamaindex.md │ ├── memgpt.md │ ├── microsoft-fabric.md │ ├── ollama.md │ ├── pgvector.md │ └── promptflow.md ├── installation │ ├── Docker.md │ ├── Installation.mdx │ └── Optional-Dependencies.md ├── notebooks.mdx ├── topics │ ├── code-execution │ │ ├── _category_.json │ │ ├── cli-code-executor.ipynb │ │ ├── custom-executor.ipynb │ │ ├── jupyter-code-executor.ipynb │ │ └── user-defined-functions.ipynb │ ├── groupchat │ │ ├── _category_.json │ │ ├── customized_speaker_selection.ipynb │ │ └── resuming_groupchat.ipynb │ ├── handling_long_contexts │ │ ├── _category_.json │ │ ├── compressing_text_w_llmligua.md │ │ └── intro_to_transform_messages.md │ ├── llm-caching.md │ ├── llm-observability.md │ ├── llm_configuration.ipynb │ ├── non-openai-models │ │ ├── _category_.json │ │ ├── about-using-nonopenai-models.md │ │ ├── best-tips-for-nonopenai-models.md │ │ ├── cloud-anthropic.ipynb │ │ ├── cloud-gemini.ipynb │ │ ├── cloud-mistralai.ipynb │ │ ├── cloud-togetherai.md │ │ ├── images │ │ │ └── cloudlocalproxy.png │ │ ├── local-litellm-ollama.md │ │ ├── local-lm-studio.ipynb │ │ └── local-vllm.md │ ├── openai-assistant │ │ ├── _category_.json │ │ └── gpt_assistant_agent.md │ ├── prompting-and-reasoning │ │ ├── _category_.json │ │ ├── react.ipynb │ │ └── reflection.ipynb │ ├── retrieval_augmentation.md │ └── task_decomposition.ipynb └── tutorial │ ├── assets │ ├── code-execution-in-conversation.png │ ├── code-executor-docker.png │ ├── code-executor-no-docker.png │ ├── conversable-agent.jpg │ ├── group-chat.png │ ├── human-in-the-loop.png │ ├── nested-chats.png │ ├── sequential-two-agent-chat.png │ └── two-agent-chat.png │ ├── chat-termination.ipynb │ ├── code-executors.ipynb │ ├── conversation-patterns.ipynb │ ├── human-in-the-loop.ipynb │ ├── introduction.ipynb │ ├── tool-use.ipynb │ └── what-next.md ├── docusaurus.config.js ├── package.json ├── process_notebooks.py ├── pydoc-markdown.yml ├── sidebars.js ├── src ├── components │ ├── GalleryPage.js │ ├── HomepageFeatures.js │ ├── HomepageFeatures.module.css │ └── NotebookUtils.js ├── css │ └── custom.css ├── data │ └── gallery.json ├── pages │ ├── index.js │ └── index.module.css └── theme │ └── prism-include-languages.js ├── static ├── .nojekyll ├── img │ ├── ag.ico │ ├── ag.svg │ ├── auto.svg │ ├── autogen.svg │ ├── autogen_agentchat.png │ ├── autogen_app.png │ ├── autogen_app.svg │ ├── chat_example.png │ ├── conv.svg │ ├── conv_2.svg │ ├── extend.svg │ ├── fast.svg │ ├── flaml.svg │ ├── flaml_logo.ico │ ├── flaml_logo_fill.svg │ └── gallery │ │ ├── TensionCode.png │ │ ├── autotx.png │ │ ├── composio-autogen.png │ │ ├── default.png │ │ ├── robot.jpg │ │ ├── webagent.jpg │ │ └── x-force-ide-ui.png └── js │ └── custom.js └── yarn.lock /.coveragerc: -------------------------------------------------------------------------------- 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