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.
音頻加註文字，走進中國的「思想轉化營」關恆的案件最終於1月28日在紐約州的移民法庭舉行聽證，美國聯邦移民法官查爾斯·奧斯蘭（Charles Ouslander）正式批准了關恆的庇護申請。
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最近公布的通信內容往往混合行程安排和曖昧語氣。他們保持密切聯繫，討論彼此的行程，以及何時會和愛潑斯坦或克林頓同時在紐約。
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