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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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@JianjiaoPD · Post #10145 · 01/01/2026, 03:33 PM

✈️VvEnc | 拖个文件夹进去就批量转 MP4,还能保留原目录结构 🏷 检索标签:#BatchVideoEncoder#VvEnc#视频转码#FFmpeg#视频#MP4 ⭐️ 详情介绍:真正在剪辑前后折磨人的不是转一条视频,而是“十几二十条一起转还得盯着别翻车”,这个基于 PyQt5 + FFmpeg 的批量编码工具就专门治这种活——文件/文件夹直接拖放进来排队跑,多格式输入统一输出 MP4,还会把原来的目录结构给你原样保留,你不用再手动建文件夹对齐素材;队列状态、单文件进度和整体进度都能看到,失败/挂起这种也能在任务里管理 注意:它本质还是 FFmpeg 前端,编码质量和体积最终看你选的参数,想“又小又清晰”就别偷懒,先用一小批样本试跑一轮更稳 📖Github · 🪟Releases下载 😌频道 |🙂群聊 |😋中文包 |☺️搜索