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Microsoft Agent Framework, or MAF, provides agent abstractions and explicit workflows. An agent handles model-driven interaction and tool use; a workflow connects agents and ordinary functions through controlled paths. Microsoft describes it as the successor…

Beginner — What is MAF?

Priority key

Semantic Kernel is a Microsoft ecosystem for integrating models, plugins/functions, and agent capabilities into applications. AutoGen is known for multi-agent conversation and orchestration abstractions. Their historical APIs remain relevant in existing…

CrewAI organizes agent work around roles, tasks, and orchestration constructs such as flows. Google ADK is an agent development toolkit with agent and workflow-oriented components. Both provide reusable abstractions; neither makes a multi-agent design…

LangGraph essentials: nodes return state updates; reducers define merge behavior; edges control next steps; model routes need validation; production needs durable checkpoint storage and authorized threads. An interrupted node can restart, so pre-pause side…

Microsoft Agent Framework, or MAF, provides agent abstractions and explicit workflows. An agent handles model-driven interaction and tool use; a workflow connects agents and ordinary functions through controlled paths. Microsoft describes it as the successor…

Microsoft Agent Framework provides agents and explicit workflows. An agent handles model-driven interaction and tools; a workflow connects agents and functions through controlled execution paths. It builds on ideas from AutoGen and Semantic Kernel.

I inventory maintained features, current support, and actual pain points. I prototype MAF behind stable tool contracts and compare evaluation/recovery behavior before migrating. A rename or new framework alone does not justify a risky rewrite.

I compare ecosystem/language fit, state contracts, review/resume behavior, persistence guarantees, observability, and hosting. LangGraph starts from explicit state-graph orchestration; MAF provides agent and workflow abstractions in its ecosystem. The…

Use an agent for variable language interaction and bounded tool selection. Use a workflow when order, dependencies, approvals, or state transitions must be explicit. A business application often uses both.

Beginner — What is MAF?

CrewAI organizes agent work around roles, tasks, and orchestration constructs such as flows. Google ADK is an agent development toolkit with agent and workflow-oriented components. Both provide reusable abstractions; neither makes a multi-agent design…

Semantic Kernel is a Microsoft ecosystem for integrating models, plugins/functions, and agent capabilities into applications. AutoGen is known for multi-agent conversation and orchestration abstractions. Their historical APIs remain relevant in existing…

Priority key

LangGraph essentials: nodes return state updates; reducers define merge behavior; edges control next steps; model routes need validation; production needs durable checkpoint storage and authorized threads. An interrupted node can restart, so pre-pause side…

AI Engineering learning module

AI Engineering learning module

AI Engineering learning module

AI Engineering learning module