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docs: real-world diagnosis example + limitations#15

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dmitriimaksimovdevelop merged 1 commit into
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docs/real-world-example
Apr 2, 2026
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docs: real-world diagnosis example + limitations#15
dmitriimaksimovdevelop merged 1 commit into
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docs/real-world-example

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Summary

Two additions to README based on actual production server testing:

Real-World Diagnosis

Anonymized example from a production Docker host (health score 46/100) showing:

  • 6 anomalies detected in 60 seconds
  • Root cause cascade: HDD latency → page reclaim → TCP buffer pruning → retransmits → VPN drops
  • Comparison table: what takes a senior SRE 30-60 min vs melisai in 60 sec

Limitations

Honest section about what melisai is NOT:

  • Not monitoring (Prometheus/Grafana complement it)
  • No historical trends or alerting
  • System-level only (can't profile inside applications)
  • BCC needs kernel headers
  • NVIDIA GPUs only (AMD ROCm on roadmap)

🤖 Generated with Claude Code

- Real-World Diagnosis: anonymized production server (health=46/100)
  showing the cascade HDD → reclaim → tcp_prune → retransmits → VPN drops
- Comparison table: manual debugging vs melisai
- Limitations: honest about scope (not monitoring, no alerting,
  no history, system-level only, NVIDIA only)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@dmitriimaksimovdevelop dmitriimaksimovdevelop merged commit 0972a22 into master Apr 2, 2026
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@dmitriimaksimovdevelop dmitriimaksimovdevelop deleted the docs/real-world-example branch April 6, 2026 11:36
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