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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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@githubtrending · Post #14837 · 06/18/2025, 12:00 PM

#go#caddy#frankenphp#go#php#sapi#worker FrankenPHP is a modern server for PHP applications. It makes your PHP apps faster and more efficient by using features like "worker mode," which helps keep some data in memory to process requests quickly. This is especially good for frameworks like Laravel and Symfony. FrankenPHP also supports automatic HTTPS, HTTP/2, and HTTP/3, making it secure and fast. It can be easily installed as a standalone binary or used with Docker, making it simple to set up and use. This helps users by speeding up their applications and reducing the need for many servers. https://github.com/php/frankenphp

GitHub Trends

@githubtrending · Post #15043 · 08/09/2025, 12:30 PM

#go#2fa#authentication#caddy#golang#middleware#nginx#selfhosted#sso#totp#traefik_middleware#typescipt Tinyauth is a simple tool that adds a login screen or OAuth login (Google, Github, etc.) to your Docker apps, making them secure easily. It works with popular reverse proxies like Traefik, Nginx, and Caddy. You can quickly set it up using their documentation and demo, and it supports basic authentication and API access. This helps protect your apps from unauthorized access without complex setup. It’s open source, actively developed, and has a helpful community on Discord for support. Using Tinyauth improves your app security with minimal effort and flexible login options. https://github.com/steveiliop56/tinyauth