ended4월 5일· 1 sources

Why Your AI Agent Might Be Dead While Kubernetes Says It's Fine

침묵하는 AI 에이전트: Kubernetes 헬스 체크의 한계

Why it matters

Standard container health checks only verify if a process is running, not if it's actively working. AI agents can appear 'healthy' while deadlocked on internal locks, caught in infinite loops, or silently failing—leaving customers as the first to discover outages. The heartbeat pattern, proven in web services, provides active monitoring by having agents continuously report their operational status, enabling immediate detection of these silent failures.

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heartbeat monitoringAgent observabilityKubernetesAxmedeadlock detection

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