Observability Design for the AI Era — Reconciling PII Protection With AI Searchability, and Driving Self-Healing (Part 2)
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AI assistance disclosure: This article was drafted with the help of Claude. All technical content, design decisions, code references, and screenshots reflect production systems I designed and operate at airCloset; the prose was revised by me prior to publication. Hi, I'm Ryan , CTO at airCloset. In Part 1 , I walked through the four monitoring axes (application / infrastructure / CI / LLM) and the deliberately different shape each one ends up in. That's the write-side of the observability…
1Key Takeaways
- AI assistance disclosure: This article was drafted with the help of Claude.
- All technical content, design decisions, code references, and screenshots reflect production systems I designed and operate at airCloset; the prose was revised by me prior to publication.
- In Part 1 , I walked through the four monitoring axes (application / infrastructure / CI / LLM) and the deliberately different shape each one ends up in.
- That's the write-side of the observability….
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that aI assistance disclosure: This article was drafted with the help of Claude.
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