The agentic harness engineer’s day is four loops overlapped, not one.
• Instrument: Add or refine trace fields so a regression can be found and reconstructed.
• Cluster: Group production failures into named regression buckets, not one bug list.
• Ship: Change prompts, tools, retrieval, or halt conditions against a named cluster.
• Verify: Grade the change through the eval suite before it ships to real users.
Four loops running at once, on different cadences. Instrumentation happens once a week, clustering daily, shipping several times a day, and verification is continuous.
The failure mode is running all four as one loop, triggered only when a customer complains. That is the reactive mode, and it is how an agent slowly fails/drift in production.
Aug 13, 2026 · 7:00 PM UTC
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