Notes from shipping.

Short and practical, written by the team that builds, evals, MCP, guardrails, and what production AI actually takes.

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Ship the eval before the feature

Why every AI system 48x ships starts with an evaluation harness, and how that one habit separates production AI from permanent pilots.

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