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
«Киев планирует на Ближнем Востоке провокацию, направленную против России — уж это с гарантией. Вопрос лишь в сроках и масштабах», — написал военкор.
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Turns out describing responsive layouts and animations in English is not easy. No amount of screenshots and wireframes can communicate fluid layouts and animations to an LLM. I’ve wasted hours fighting with Claude about layout issues it swore it had fixed, but which I could still see plainly with my leaky human eyes.
Кадыров назвал не имеющими оправдания действия войск Ирана08:48
lookahead(body=.*[A-Z].* & .*[0-9].*, tail=(?=.*[!@#]).*)