Strong working knowledge of Microsoft Agent Framework and LangGraph, including agent orchestration, tool calling, skill composition, memory and state management, planning patterns, multi-agent execution topologies, and human-in-the-loop checkpoints. Ability to read and reason about agent graphs, conditional edges, retry policies, and tool schemas to diagnose execution-level issues quickly.

Strong working knowledge of Microsoft Agent Framework and LangGraph, including agent orchestration, tool calling, skill composition, memory and state management, planning patterns, multi-agent execution topologies, and human-in-the-loop checkpoints. Ability to read and reason about agent graphs, conditional edges, retry policies, and tool schemas to diagnose execution-level issues quickly.