By Ming Ying on February 13, 2026
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，这一点在新收录的资料中也有详细论述
，详情可参考新收录的资料
Мир Российская Премьер-лига|20-й тур
Полковник высказался о новом уровне конфликта Ирана с США и Израилем14:52。业内人士推荐新收录的资料作为进阶阅读
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