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Dev.to
Dev.to
7/4/2026
How We Built an AI That Never Forgets Production Incidents

How We Built an AI That Never Forgets Production Incidents

Short summary

Incident AI automatically analyzes production incidents by examining logs, metrics, traces, and deployment history to identify root causes and recommend fixes within seconds using Groq LPUs and Llama 3.3. It also builds a searchable knowledge base of past incidents using RAG, so future similar issues can be resolved from proven solutions rather than starting from scratch. This speeds incident resolution and reduces repeated problem-solving in engineering teams.

  • Analyzes production incidents across logs, metrics, and traces to find root causes in seconds
  • Builds searchable knowledge base using RAG so future similar issues can be resolved from proven solutions
  • Speeds incident response and eliminates repeated troubleshooting in engineering teams

Generated with AI, which can make mistakes.

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