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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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@githubtrending · Post #15172 · 09/27/2025, 12:00 PM

#go#cloud_infrastructure#hacktoberfest#oauth2_proxy#ssl#sso OAuth2-Proxy is an open-source tool that protects your web applications by requiring users to log in through OAuth2 or OpenID Connect providers like Google, Microsoft, or GitHub. It works as a reverse proxy or middleware, intercepting requests and redirecting users to authenticate before accessing your app. It supports many providers and can pass user details as headers to your app, enhancing security without changing your app’s code. It offers easy installation, pre-built binaries, and secure container images, making it simple to add strong authentication to your services, especially in Kubernetes environments. This helps you control access safely and efficiently. https://github.com/oauth2-proxy/oauth2-proxy

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