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Correlation Model

Blackbox starts with deterministic correlation before any optional AI layer.

Signals Used

  • Source-specific timing windows
  • Same-node preference
  • Service name inference
  • Systemd failure and restart patterns
  • Docker exit and restart behavior
  • Watchtower update evidence
  • Captured log snippets

What It Produces

The engine ranks likely causes and builds an event chain the UI can explain.

Why This Matters

It keeps the core of Blackbox understandable and operationally useful even when no AI integration is configured.