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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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至于生父，他只记得，村里人都叫那个人“客边”，本地方言里，外地人的意思。他也跟着这么叫，“客边来了，客边走了”。
Pep Guardiola was booked for a sixth time this season during Manchester City’s match against Newcastle yesterday. It means he is now facing a two-game touchline ban. The ban applies to Premier League and FA Cup matches but not domestic finals, meaning he will be in the dugout when City face Arsenal in the Carabao Cup final later this month.