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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就青海民和回族土族自治县中川乡河东村自来水管是否通水问题，近日，记者两赴河东村走访调研。。关于这个话题，新收录的资料提供了深入分析
Read full article。业内人士推荐新收录的资料作为进阶阅读