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Create AI agents using Microsoft Agent Framework (MAF) in Python or .NET. Use this skill when building new agents, configuring agent providers (Azure OpenAI, OpenAI, etc.), setting up chat agents, or implementing tool-calling agents.

Debug and observe AI agents using Microsoft Agent Framework DevUI and OpenTelemetry. Use this skill when troubleshooting agents, setting up distributed tracing, monitoring agent performance, analyzing agent conversations, or using the interactive DevUI.

Deploy Microsoft Agent Framework agents to production environments including Azure Functions, containers, and Azure AI Foundry. Use this skill when deploying agents to cloud platforms, containerizing agents, or integrating with Azure services.

Migrate to Microsoft Agent Framework from Semantic Kernel, AutoGen, or LangChain. Use this skill when converting existing AI agent code to Microsoft Agent Framework, understanding equivalent concepts, or porting multi-agent systems.

Build multi-agent workflows and graph-based orchestration using Microsoft Agent Framework. Use this skill when creating agent pipelines, connecting multiple agents, implementing human-in-the-loop patterns, streaming, checkpointing, or time-travel debugging.