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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A spokesperson for Aston Martin said US tariffs had been "extremely disruptive" and demand had also been "extremely subdued" in China, the world's biggest auto market.，更多细节参见WhatsApp Web 網頁版登入
Сильнее всего отказ от российской нефти ударил по Нидерландам. Самую пострадавшую страну Евросоюза (ЕС) назвали со ссылкой на данные Евростата в РИА Новости.，这一点在谷歌中也有详细论述
import subprocess