autogen

Benchmark agent performance with AutoGen Bench. This guide shows you how to set up and run this official Microsoft AutoGen tool for evaluating agent capabilities efficiently and effectively.

Learn to build declarative agent components with configurable patterns in AutoGen. Define agents, models, and teams using JSON or YAML for easy version control and re-instantiation.

Easily add pause and resume to Autogen group chats by implementing on_pause and on_resume methods. Control group chat execution with team.pause() and team.resume() for seamless agent communication and workflow management.

Learn to configure Autogen model clients for Azure OpenAI and OpenAI compatible APIs. Streamline your AI agent development with `OpenAIChatCompletionClient` and `AzureOpenAIChatCompletionClient`.

Build custom team tools with TeamTool for complex workflows in AutoGen. Orchestrate multi-agent teams with state persistence and streaming via a single function call.

Implement streaming message handling with AutoGen's model client streaming for real-time text. Activate this feature by setting model_client_stream=True on your AssistantAgent for incremental updates.

Upgrade your AutoGen v0.2 agents to the new AgentChat API. This guide covers the async, component-based migration, new patterns, and key changes to help you transition.

Discover how Microsoft Autogen builds nested group chat hierarchies using DiGraphGroupChat. Model conversations as directed graphs for advanced agent communication and conditional message routing.

Implement approval workflows in AutoGen using CodeExecutorAgent approval callbacks. Securely control code execution with human-in-the-loop safety gates.

Debug message passing issues in AutoGen event-driven agent architectures. Learn to trace agent communication from send_message to on_message and resolve runtime registration, token, and subscription problems.

Implement custom group chat selectors in AutoGen by overriding LLM speaker selection with selector_func or candidate_func for deterministic agent turn taking

Learn to configure termination conditions for AutoGen group chat sessions. Use built-in strategies like message limits, text mentions, or timeouts to control session endings.