The hidden costs of ‘helpful’ AI

· · 来源:dev新闻网

THE ULTIMATE VALUE STANDARD

“纽约普拉提”尚未接受任何外部投资,主要依靠债务融资和现金流来发展。

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Visual: Foundry / Matthew Smith

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Minimal output tokens. With thousands of configurations to sweep, each evaluation needed to be fast. No essays, no long-form generation.Unambiguous scoring. I couldn’t afford LLM-as-judge pipelines. The answer had to be objectively scored without another model in the loop.Orthogonal cognitive demands. If a configuration improves both tasks simultaneously, it’s structural, not task-specific.The Graveyard of Failed ProbesI didn’t arrive at the right probes immediately; it took months of trial and error, and many dead ends

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