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Developer Builds AI Incident Response Tool That Learns from Past Outages

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A developer created MemoryOps, an AI-powered incident response platform for DevOps and SRE teams, designed to eliminate hallucinated citations during live outages. The tool combines a React frontend, FastAPI backend, and SQLite database with a persistent memory layer called Hindsight and the Groq Cloud LLM for reasoning. When an incident is resolved, structured learnings are stored in Hindsight and later retrieved to ground AI recommendations in verified past experience rather than invented references. The system is deliberately human-supervised, meaning no actions are taken autonomously and engineers remain in full control throughout the workflow. The architecture separates real-time incident data from historical learnings, with SQLite tracking current incidents and Hindsight supplying context from previously resolved ones.

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