人 民 网 版 权 所 有 ，未 经 书 面 授 权 禁 止 使 用
Document Intelligence (RAG)
Correctness first. The benchmark checks kernel output against PyTorch before measuring performance. A fast but wrong kernel is immediately reverted. This prevents the agent from "optimizing" by producing garbage.，推荐阅读新收录的资料获取更多信息
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，推荐阅读新收录的资料获取更多信息
«В воздухе это ощущается почти как слезоточивый газ. Война проникла нам в горло», — высказалась одна из жителей иранской столицы.
2020-2023年之间，腾讯、网易两巨头一度采取的海外自研扩张战略，至此走到了尽头。腾讯固然还有拳头游戏、Supercell这两大海外子公司，但是它们被收归麾下的历史非常早，不属于上一阶段海外扩张的成果。我们可以对上一阶段网易的海外自研扩张做如下总结：，详情可参考新收录的资料