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  "text": "New blog post:  “It’s Hard to Eval” Is a Product Smell\n\nIf you find it hard to verify AI output, chances are that your users will too!  In other words,  I often find that product design is the bottleneck\n\nIn the post I embed three **interactive before/after examples** based on products I've helped with:\n\n1. an AI data agent that answers business questions\n2. a PE lesson‑plan generator for K‑12 teachers\n3. a workers’ comp tool that drafts 50‑page medical reports\n\nI believe this is a significant issue in AI Engineering and  upstream of evals!  \n\nLink to post: https://t.co/ErA9dp4ZPw\n\nNote: I'm not a designer so the design sketches are far from perfect, but I felt it was important enough to spend a significant amount of time on this. \n\nThanks to @sh_reya and @isaac_flath for feedback.",
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