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- Reddit user open-sources LangGraph multi-agent research pipeline with Celery and MCP
A Reddit user on r/MachineLearning shared the architecture of an open-sourced Multi-Agent Research & Report Generator that turns a complex prompt into structured sub-topics, gathers literature and compiles a Markdown report. The agent graph runs on LangGraph as four stages — Planner, Researcher, Critic and Writer — where a Critic score below 3 sends work back to the Researcher with feedback, capped at three retries. Task ingestion is decoupled through a FastAPI gateway, Redis queue and scaled Celery workers, with LangGraph AsyncPostgresSaver checkpointing state and a Streamlit frontend showing telemetry such as iteration loops and final critic score.
r/MachineLearning · 🔥 0
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