Akshath Tiwari
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AI Agents

LangGraph Deep-Research & Hiring Intelligence Agent

A LangGraph state-machine agent that plans, searches, writes, and grades its own research — applied to automated hiring-intelligence reports for enterprise clients.

LangGraphLangChainTavilyEXALangSmithFastAPI

A plan → query-write → search → section-write → grade state machine built on LangGraph, extended into a hiring-intelligence product: given a company and role, the agent researches organizational structure, competitive hiring signals, and likely interview process, then merges the findings into a structured client report — with a human able to intervene mid-run.

Key Results

  • →Multi-pass research pipeline: Role DNA → Competitive Intel → Interview Intel → merged report
  • →Reflection/grading loop with structured Pydantic outputs at each stage
  • →Human-in-the-loop checkpoints via interrupt/Command with MemorySaver persistence
  • →Generated client-facing research reports (e.g. Baylor Scott & White, Thermo Fisher)