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QRS: Epsilon Wrangling

news.ycombinator.com Tim Bray 2025-08-05 17:45:19

I haven’t shipped any new features for Quamina in many months, partly due to a flow of real-life distractions, but also I’m up against tough performance problems in implementing Regular Expressions at massive scale. I’m still looking for a breakthrough, but have learned things about building and executing finite automata that I think are worth sharing. This piece has to do with epsilons; anyone who has studied finite automata will know about them already, but I’ll offer background for those peop

Topics: closure input nfa state symbol
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SymbolicAI: A neuro-symbolic perspective on LLMs

news.ycombinator.com Unknown 2025-08-23 20:49:57

SymbolicAI: A neuro-symbolic perspective on LLMs What is SymbolicAI? SymbolicAI is a neuro-symbolic framework, combining classical Python programming with the differentiable, programmable nature of LLMs in a way that actually feels natural in Python. It's built to not stand in the way of your ambitions. It's easily extensible and customizable to your needs by virtue of its modular design. It's quite easy to write your own engine, host locally an engine of your choice, or interface with tools l

Topics: config configuration install symai symbolicai
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Bzip2 crate switches from C to 100% Rust

news.ycombinator.com Unknown 2025-09-10 20:06:54

Today we published bzip2 version 0.6.0 , which uses our rust implementation of the bzip2 algorithm, libbz2-rs-sys , by default. The bzip2 crate is now faster and easier to cross-compile. The libbz2-rs-sys crate can also be built as a C dynamic library, if you have a C project that would benefit from these improvements. Why though? Why bother working on this algorithm from the 90s that sees very little use today? The thing is that many protocols and libraries still need to support bzip2 to be

Topics: bzip2 crate level rust symbols
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Bzip2 crate switches from C to 100% rust

news.ycombinator.com Unknown 2025-09-11 01:06:54

Today we published bzip2 version 0.6.0 , which uses our rust implementation of the bzip2 algorithm, libbz2-rs-sys , by default. The bzip2 crate is now faster and easier to cross-compile. The libbz2-rs-sys crate can also be built as a C dynamic library, if you have a C project that would benefit from these improvements. Why though? Why bother working on this algorithm from the 90s that sees very little use today? The thing is that many protocols and libraries still need to support bzip2 to be

Topics: bzip2 crate level rust symbols
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Apple releases SF Symbols 7 beta with new animations, variable draw, gradients, more

9to5mac.com Marcus Mendes 2025-09-19 15:09:33

Alongside new design materials and resources for iOS 26, iPadOS 26, and macOS Tahoe 26, Apple has also released the beta version of SF Symbols 7, a major update to its system iconography toolkit. The update includes hundreds of new icons, alongside new animation tools and transitions. Here’s everything new. This year’s update brings a series of meaningful enhancements, including brand-new Draw animations, improved Magic Replace transitions, variable rendering support, and automatic gradients. A

Topics: 26 apple draw new symbols
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SVDQuant+NVFP4: 4× Smaller, 3× Faster FLUX with 16-bit Quality on Blackwell GPUs

news.ycombinator.com Muyang Li 2025-06-04 13:46:18

SVDQuant supports NVFP4 on NVIDIA Blackwell GPUs with 3× speedup over BF16 and better image quality than INT4. Try our interactive demo below or at https://svdquant.mit.edu/! Our code is all available at https://github.com/mit-han-lab/nunchaku. With Moore's law slowing down, hardware vendors are shifting toward low-precision inference. NVIDIA's latest Blackwell architecture introduces a new 4-bit floating point format (NVFP4), improving upon the previous MXFP4 format. NVFP4 features more precis

Topics: boldsymbol image int4 nvfp4 svdquant
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