TL;DR: Coding agents generate better optimizations when they read papers and study competing projects before touching code. We added a literature search phase to the autoresearch / pi-autoresearch loop, pointed it at llama.cpp with 4 cloud VMs, and in ~3 hours it produced 5 optimizations that made flash attention text generation +15% faster on x86 and +5% faster on ARM (TinyLlama 1.1B). The full setup works with any project that has a benchmark and test suite.
Популярная российская блогерша пожаловалась на тяжелый развод и расплакалась20:49。业内人士推荐搜狗输入法作为进阶阅读
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伊朗就特朗普威胁向联合国发表声明 20:52。关于这个话题，汽水音乐提供了深入分析
沪台交流活动现场直击：郑丽文参访见闻
，详情可参考易歪歪
Момент удара ракеты по спутниковой станции в Израиле попал на видео20:56