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.
The Beckham bandwagon gives Cruz many advantages, of course. The number of guitars he played on stage on Wednesday would be beyond the reach of the average new artist, for a start.
Израиль нанес удар по Ирану09:28，这一点在Line官方版本下载中也有详细论述
But now Microsoft is distracted by AI — it's been pushing Copilot and AI features for years, instead of improving the Windows experience with more useful upgrades. Recent talk of agentic AI capabilities, which would let Copilot handle tasks for you automatically, also sparked plenty of criticism from Windows users. And with all of the focus on AI, Microsoft has also released some disastrous Windows updates over the last year, which have bricked OS installations. So, Apple, why not make a direct play for Windows users?
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到了第二窝，它们明显更放松，不再把棉花全拖进红房子，愿意主动出来探索、跑动。