Actionable Observability and Logging Design
Design a complete observability stack (structured logs, metrics, distributed tracing) with actionable alerts and sensitive-data protection, without inventing fields or APIs absent from the platform.
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Model: claude-sonnet-4-7
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Knowledge: 2026-Q2
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Setting up observability for a new service before launch, reducing incident diagnosis time in a silent system, building actionable alerts that replace noisy false alarms.
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Built-in quality guards
Anti-hallucination
No fabricated fields, metrics, or export APIs undocumented in the platform
Security Check
Redact sensitive data, no secrets in logs, and strict access controls
Completeness
Cover logs, metrics, tracing, alerts, and retention without truncation
Format Check
Adherence to six-section structure with log and alert examples