最直观的改变,是它终于认字、也会写字了。比如让它画一幅《枫桥夜泊》的水墨画。画面上方不仅端端正正地用书法写出了「月落乌啼霜满天」等全句,甚至连排版和水墨的意境都拿捏得比较准。
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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.
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牛犇認為,習近平已將「自我革命」作為自己第三個任期的組織原則。這場結合了反腐敗、意識形態灌輸和政治紀律的運動,帶來了前所未有的清洗,重塑了黨國體制和軍隊。自我革命是他解決「在沒有民主的情況下實現問責」這一難題的方案。