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.
Search is getting smarter as well. Circle to Search with Google now supports enhanced multi-object recognition, allowing you to identify several items in an image at once. Samsung is also upgrading Bixby into a more conversational assistant, and the S26 supports third-party agents such as Gemini and Perplexity for handling more complex, multi-step tasks through voice commands.
。业内人士推荐夫子作为进阶阅读
Toyota didn't get to be the world's largest automaker by being completely blind to feedback, and last year, it gave its EV platform (called e-TNGA and shared with Lexus and Subaru) a bit of a spiff-up. To start, it simplified the name—the small electric SUV is now just called the bZ. It uses a new 74.7 kWh battery pack, available with either front- or all-wheel-drive powertrains that now use silicon carbide power electronics. And for the North American market, instead of a CCS1 port just behind the front passenger wheel, you'll now see a Tesla-style NACS socket.
Мощный удар Израиля по Ирану попал на видео09:41