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Observability टैग वाली पोस्ट।
AI agents fail quietly: a confident answer from the wrong document, a tool called with the wrong argument. Learn how to trace every model, retrieval and tool step with OpenTelemetry, attach quality scores, and keep the records auditors ask for.
Unit tests prove a function is correct, not that a system survives a slow database or a lost zone. A practical guide to cold-start integration tests, fault injection with Toxiproxy, circuit breakers, recovery drills and safely automated mitigation.
A practical playbook for running AI agents in production: classify every tool by side effect, gate mutations behind a human, set hard stop conditions, trace each step with OpenTelemetry and evaluate continuously.
Why fragmented monitoring creates blind spots, duplicate spend, and slow incidents — and how to make centralised observability a non-negotiable company standard.
Workstation: ऑब्ज़र्वेबिलिटी से LLM एजेंट बाधाओं का खुलासा — OpenTelemetry, Prometheus/Grafana/Thanos, Langfuse — स्पष्ट फायदे/नुकसान, लागत लीवर और मार्जिन सुरक्षित रखने वाले उपयोग मेट्रिक्स।
Couchbase ऑटोनॉमस ऑपरेटर (CAO) के तहत Couchbase सर्वर रोलिंग अपग्रेड का एक समर्थन-अनुकूल, SRE-तैयार अवलोकन, एक समय में एक नोड को गेट स्वैप-रीबैलेंस करने के लिए spec.paused का उपयोग करता है - ताकि आप स्थिर कर सकें, स्वास्थ्य को मान्य कर सकें और रोलबैक विकल्प खुले रख सकें।