GraphMind: From Operational Traces to Self-Evolving Workflow Automation

In three linesGraphMind automates complex operational workflows by extracting action graphs from human resolution traces, then executes them via a multi-agent engine with LLM reasoning. An adaptive reinforcement mechanism (ATR) optimizes successful paths. Deployed across 4 cloud services, the system outperforms a Trace-RAG baseline with a 4.95/5 expert review score.

Summary generated by Claude — human-verified