In real-world software development, CI/CD pipelines fail frequently, and engineers spend significant time manually debugging logs and fixing issues. This repetitive process slows down development and increases operational overhead.

We were inspired to build a system that can automatically detect failures, analyze logs, and take intelligent actions, reducing human effort and moving towards self-healing systems.

  • Webhook receives pipeline failure
  • Analyzer processes logs
  • Decision engine determines action
  • Worker executes retry / alert

  • AI-based fix generation (not just classification)

  • Kubernetes auto-healing integration

  • Smarter decision engine using ML

  • Full CI/CD automation pipeline

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