Bhumicka Das@Paw-engineer

AIRA (Autonomous Incident Response Agent) is an AI-powered incident response automation platform that revolutionizes how teams handle production incidents. Built with FastAPI, React, and LangGraph, AIRA receives incidents from monitoring tools like Datadog or Prometheus and executes a sophisticated 5-phase workflow powered by Groq's Llama 3.3 70B LLM. The system automatically classifies incident severity (P0-P3) in under 5 seconds, fetches relevant code context via MCP servers, analyzes similar historical incidents using Redis-based similarity search, generates git-style patches with unit tests, and calculates a composite confidence score. Based on this score, AIRA either automatically creates GitHub pull requests (>85% confidence) or requests human approval via Slack. With enterprise-grade security features including blocked paths for critical files, complete audit trails, and mandatory human oversight for P0 incidents, AIRA achieves 80% faster resolution times while maintaining safety. The real-time WebSocket dashboard provides full transparency into agent decisions, and the system continuously learns from each incident to improve future responses. AIRA reduces incident resolution time from hours to seconds, saves $4,000/hour in downtime costs, and cuts on-call burden by 60%—all while maintaining 95% accuracy in severity classification.

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