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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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@kejiqu · Post #3599 · 06/25/2025, 08:59 AM

PNG 图片标准时隔 20 多年正式更新第三版:HDR、动图、Exif 支持等 PNG(Portable Network Graphics)第三版标准于6月24日正式发布,并被标记为 W3C 推荐标准。该标准旨在改进动图功能,支持高动态范围(HDR)图像,并整合自第二版以来报告的错误修复。新版本核心规范增加了广泛采用的 Animated PNG(APNG)动图格式。APNG 在 2004 年和 2005 年期间被创建并完善,但此前曾被 PNG 开发组拒绝。第三版规范使 APNG 规范与过去十年的内容和实现保持一致。此外,PNG 第三版还新增了 HDR 支持,添加 cICP 块用于包含图像格式元数据,使 PNG 能够包含 HDR 和广色域(WCG)图像。此前定义的 Exif 内容也被移至规范的主体部分。IT之家 | W3C 🏷#PNG#APNG#HDR 📢频道👥群组📝投稿