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GIFT: Games as Informal Training for Generalizable LLMs

arXiv:2601.05633v2 Announce Type: replace Abstract: Recent LLMs excel at formal tasks such as mathematical reasoning and code generation, but still struggle with broader abilities such as planning, creativity, and social intelligence. Inspired by human learning, where formal instruction and informal experience jointly shape intelligence, we introduce informal learning into LLM training and use games as annotation-free, feedback-driven environments. To cover diverse abilities including...

arXiv CS 6d ago

Restartable Sequences

May 31st, 2026 @ justine's web page The best kept secret at the frontier of system programming right now is the Linux 4.18+ (c. 2018) concept of restartable sequences or rseq for short. They allow you to create thread-safe data structures without locks or atomics which scale to microprocessors with many cores. It's currently only possible to use rseq on Linux using handwritten assembly code.

Hacker News 10d ago

Uplift Promo Codes: $570 Off

Upgrading your home office can feel like going down a rabbit hole. A simple search for a basic new desk can quickly turn into hours down the drain and endless tabs open on your computer, with every option starting to blur together. Uplift has a loyal following for its super customizable desks, smart (and creative—under-desk hammock, anyone?) accessories, and a solid build quality that makes long workdays more manageable.

Wired 5d ago

Particle swarm optimization fitting of long-range wake potentials for trapped-mode parameter characterization in the HALF storage ring

arXiv:2606.06803v1 Announce Type: new Abstract: Accurate extraction of trapped-mode impedance parameters of complex storage ring components is essential for assessing their impact on coupled-bunch instabilities. This paper proposes a parameter extraction method based on particle swarm optimization. By constructing a multi-resonator fitting model, trapped-mode parameters are extracted from partially decayed long-range wake potentials.

arXiv Physics 2d ago