Build and configure agents using established orchestration frameworks (LangGraph, AutoGen, or equivalent): harness setup, persona and instruction loading, tool binding, memory configuration, and lifecycle management.
Implement reasoning patterns (ReAct, Chain-of-Thought, Plan-and-Execute) appropriate to each agent use case; design and version prompt architecture including system prompts, few-shot examples, and structured output schemas.
Build multi-agent workflows — defining agent roles, A2A handoff contracts, shared state schemas, and escalation paths — under architectural guidance from technical leads....