// Link · 14 April 2026

Why Your AI System Can Look Healthy While Producing Zero Value

An AI agent system ran continuously for three weeks with near-perfect uptime, executing tasks and storing over 600 user-relevant memories—yet delivered zero meaningful outcomes. The root cause was a silent failure in the memory retrieval pipeline due to a broken embedding endpoint, compounded by str...

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