Hamel Husain open-sources evals Skills that let coding agents build product-specific evals

sh_reya · x · 2026-09-23

Lenny Rachitsky spotlighted evals-skills, open-sourced by Hamel Husain and Shreya Shankar: a set of skills that guide AI coding agents to build product-specific evals, distilled from helping 50+ companies. The evals-start entry skill routes to eval-audit (inspect existing pipelines) or error-discovery (build annotation interfaces and sample traces). Payoffs cited: Ramp lifted receipt-collection accuracy 35%→83%; Shopify's AI workflow builder is 2.2x faster and 68% cheaper; Harvey nearly doubled its internal quality score; Cursor cut Auto Balance costs 41%. Lenny also notes half of 25 PM job openings now ask for evals experience.

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