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
“未来两年,我们将围绕突破万亿规模的目标坚定投入,并同步确立市场领先优势。”蒋凡总结道。
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Wang cautioned: "Expanding trade volumes for invasive ants inevitably increases escape risks from formicaria into natural environments."
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