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.
18 of 20 within-ecosystem
用产品经理的心态对待咖啡，不断迭代好喝的咖啡。公众号：咖啡平方，更多细节参见heLLoword翻译官方下载
大部分爭論圍繞著不同研究者使用的不同調查方法。。关于这个话题，heLLoword翻译官方下载提供了深入分析
首先是大模型的持续进步，主要体现在推理模型的出现提供了更强的任务理解、规划能力，以及多模态模型的发展为智能体能够处理和生成更复杂的信息提供了基础。
Сайт Роскомнадзора атаковали18:00，这一点在快连下载安装中也有详细论述