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Use Case Diagram

Actors: a User (DevOps/SRE engineer, on-call developer, or team lead — all interact through the same dashboard) and the GenAI Intelligence Service.

Use case diagram

Manual troubleshooting after a failed deployment​

  1. A developer opens the DevPulse dashboard and sees a new failed deployment entry in the timeline.
  2. The developer ingests the log in the client.
  3. The backend stores the log/metadata.
  4. The user requests AI analysis.
  5. The backend fetches the stored log/metadata and sends it to the Intelligence Service with the requested task.
  6. The Intelligence Service returns a short summary, suspected root cause candidates, and proposed next steps (plus similar past fixes if RAG is enabled).
  7. The dashboard shows the insights side-by-side with the raw logs, enabling quick action and consistent handover notes.

Resolving an issue​

Once an incident is understood, the user marks it resolved, either as a quick status change or by submitting the actual fix as a new RAG document — feeding future analyses of similar issues.