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Build6y · ML platform engineer2026-08-02

Shipping RAG without waiting for perfect evals

by Maya Chen

We spent two months polishing offline evals and still had almost no production traffic. The breakthrough was a narrow golden set (40 queries), a human weekly review, and a hard latency budget. Takeaway: ship a constrained RAG loop first, then expand coverage — not the other way around.
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