Continue reading...
Many people reading this will call bullshit on the performance improvement metrics, and honestly, fair. I too thought the agents would stumble in hilarious ways trying, but they did not. To demonstrate that I am not bullshitting, I also decided to release a more simple Rust-with-Python-bindings project today: nndex, an in-memory vector “store” that is designed to retrieve the exact nearest neighbors as fast as possible (and has fast approximate NN too), and is now available open-sourced on GitHub. This leverages the dot product which is one of the simplest matrix ops and is therefore heavily optimized by existing libraries such as Python’s numpy…and yet after a few optimization passes, it tied numpy even though numpy leverages BLAS libraries for maximum mathematical performance. Naturally, I instructed Opus to also add support for BLAS with more optimization passes and it now is 1-5x numpy’s speed in the single-query case and much faster with batch prediction. 3 It’s so fast that even though I also added GPU support for testing, it’s mostly ineffective below 100k rows due to the GPU dispatch overhead being greater than the actual retrieval speed.
provide as much warning as possible up front to users when enabling it。Line官方版本下载对此有专业解读
Раскрыты подробности похищения ребенка в Смоленске09:27
，更多细节参见爱思助手下载最新版本
三十年前，秘鲁在恶性通胀与内战阴影中推进产权改革，经济一度重回增长轨道；三十年后，总统频繁更替、政治对立加剧、制度信任崩塌。德索托的名字，既象征一种发展理论的希望，同时也提醒我们：一个国家的命运，从来不只是经济学问题，更是制度能否持续运转的问题。
В России ответили на имитирующие высадку на Украине учения НАТО18:04，更多细节参见搜狗输入法2026