Pennyv99

Deployed a stateful ReAct agent service on AWS EC2, integrating FastAPI, LangGraph, PostgreSQL, and Redis to support concurrent users and persistent agent memory. Implemented Human-in-the-Loop (HIL)–governed tool orchestration, integrating Function Calling and MCP Servers (AMap LBS) with Redis-backed session recovery