GitHub Trends
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#python #agent #agentic_ai #llm #mlops #reinforcement_learning

Agent Lightning is a tool that helps improve AI agents using reinforcement learning. It allows you to train your agents without making big changes to their code, which is very convenient. You can use it with many different frameworks like LangChain or OpenAI Agent SDK. It also supports various training methods, including reinforcement learning and automatic prompt optimization. This means you can make your agents better at their tasks without a lot of extra work.

https://github.com/microsoft/agent-lightning
#python

This AWS DevOps course helps you learn AWS in 30 days. Each day focuses on a different topic, like setting up AWS accounts, using IAM for security, and working with EC2 instances. You'll also learn about networking, security, and how to deploy applications. The course includes projects, such as setting up a secure VPC and deploying a web application. By the end, you'll have practical skills and knowledge to work with AWS in a DevOps environment, which can help you get a job in this field.

https://github.com/iam-veeramalla/aws-devops-zero-to-hero
#swift #macos #macos_app #swift

VoiceInk is a powerful voice-to-text app for macOS that transcribes your voice into text almost instantly. It uses local AI models, ensuring your data stays private and never leaves your device. This app supports over 100 languages and offers features like customizable shortcuts, a personal dictionary for custom terms, and smart modes for different writing styles. By using VoiceInk, you can type faster and more accurately, which is helpful for note-taking, content creation, and professional communication. It's especially beneficial for those who value privacy and need efficient voice-to-text functionality.

https://github.com/Beingpax/VoiceInk
#go #agent #agentic #ai #chatbot #chatbots #embeddings #evaluation #generative_ai #golang #knowledge_base #llm #multi_tenant #multimodel #ollama #openai #question_answering #rag #reranking #semantic_search #vector_search

WeKnora is a powerful tool that helps you understand and find answers in complex documents like PDFs and Word files. It uses advanced AI to read documents, understand what they mean, and answer your questions in a simple way. This tool is useful for businesses and researchers because it can quickly find information from many documents, making it easier to manage knowledge and make decisions. It also supports multiple languages and can be used privately, ensuring your data stays safe.

https://github.com/Tencent/WeKnora
#python #agent_framework #data_analysis #deep_research #deep_search #llms #multi_agent_system #nlp #public_opinion_analysis #python3 #sentiment_analysis

You can use the "Weibo Public Opinion Analysis System" (called "微舆") to automatically analyze public opinion from over 30 major social media platforms and millions of comments. It uses AI agents working together to monitor, search, analyze text and videos, and generate detailed reports based on real-time data. The system supports easy setup, custom models, and integration with your own databases, helping you understand public sentiment, trends, and make better decisions. It offers continuous monitoring, deep multi-angle analysis, and flexible report generation, all accessible by simply asking questions like chatting. This saves you time and gives clear insights into public opinion dynamics.

https://github.com/666ghj/BettaFish
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#javascript #claude #claude_api #claude_code #claude_proxy #codex_cli #crs #droid #droid_cli #droid2api #gemini_cli

You can set up your own Claude API relay server to securely manage multiple Claude accounts, share subscription costs with friends, and keep your data private by routing requests through your own server. This self-hosted service offers stable, fast access without relying on third-party mirrors that may be slow or insecure. It supports detailed usage tracking, automatic account switching, and easy integration with tools like Claude Code and Gemini CLI. Deployment is flexible, including one-click scripts, manual setup, or Docker, and works well with reverse proxies like Caddy or Nginx for secure HTTPS access. This gives you full control, transparency, and cost efficiency for using Claude AI services.

https://github.com/Wei-Shaw/claude-relay-service
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#other

GitHub Copilot CLI lets you use AI coding help right in your terminal, so you can build, edit, debug, and understand code by just talking to it naturally. It works with your GitHub account to access your repos, issues, and pull requests without leaving the command line. You stay in full control by approving every action before it runs. It supports Linux, macOS, and Windows, and you install it easily with npm. This tool speeds up coding by bringing AI assistance directly where you work, reducing context switching and making development faster and smoother.

https://github.com/github/copilot-cli
#python #docker #docker_compose #music #pdm #python #vue #xiaoai #xiaoai_speaker #xiaomi #xiaomusic

XiaoMusic lets you play any music on your XiaoAI speaker using simple voice commands. You can install it easily with Docker or pip, then connect it to your Xiaomi account through a web interface. It downloads songs automatically and supports many formats. This means you can enjoy unlimited music, create playlists, and control playback hands-free, making your speaker much more powerful and flexible.

https://github.com/hanxi/xiaomusic
#python #blocknotejs #collaborative #django #documentation #g2g #government #knowledge #knowledge_base #mit #mit_license #opensource #reactjs #realtime_collaboration #self_hosted #wiki #yjs

Docs is a collaborative online text editor that helps you and your team write, edit, and organize documents together in real time, even offline. It offers easy formatting, AI tools like summarizing and rephrasing, and secure sharing with controlled access. You can export documents in various formats and create structured knowledge with subpages. Docs is open source, easy to self-host, and used by public organizations, ensuring your data stays secure and private. This tool saves time, improves teamwork, and turns your notes into organized knowledge you can access anytime. It’s great for teams wanting efficient, secure, and collaborative document editing.

https://github.com/suitenumerique/docs
#typescript #i18n #javascript #react #react_native #typescript

Lingo.dev is a free, open-source AI-powered toolkit that helps you easily make your React apps and other software multilingual without changing your code. It automates translations during your build process, creates automatic pull requests for updates, and supports real-time translation of dynamic content via its SDK. It integrates smoothly with your existing development tools and CI/CD pipelines, saving you time and effort by removing manual translation work. This means you can quickly deliver your app or website in many languages with consistent, high-quality translations, helping you reach a global audience faster and more efficiently.

https://github.com/lingodotdev/lingo.dev
#typescript

Chef by Convex is an AI tool that builds complete web apps with backend features included, like a built-in database, easy user login, file uploads, real-time updates, and background tasks, all without complex setup. It uses Convex, a reactive backend platform, to handle everything smoothly and automatically. This means you can quickly create apps like social platforms or multiplayer games that work live and update instantly. You can try Chef online or run it locally, and it supports adding your own AI model keys for code generation. This saves you time and effort by automating both frontend and backend development in one place.

https://github.com/get-convex/chef
#javascript #123pan #139_cloud #189_cloud #ali_netdisk #aliyun_drive #aria2 #baidu #baidu_netdisk #baidunetdisk #baiduyun #motrix #quark_netdisk #tampermonkey #tampermonkey_script #tampermonkey_userscript #tianyi_netdisk #uc_netdisk #userscript #xunlei_netdisk #yidong_netdisk

LinkSwift is a browser script that helps you quickly get direct download links for files stored on popular Chinese cloud services like Baidu, Alibaba, 123, and others—saving you time and making downloads easier without needing to visit each service’s website separately. It also improves the look of these cloud storage pages and adds extra features, such as support for different download tools and customizable themes. The main benefit is convenience: you can manage and download your cloud files faster, with a nicer interface, all from your browser. Just install the script using a tool like Tampermonkey, and it works on Chrome, Edge, and other major browsers.

https://github.com/hmjz100/LinkSwift
#python

This project offers free, open-source AI agents designed to help with trading research and automation. It includes tools that can analyze strategies, backtest ideas, monitor markets, and manage risk using advanced AI models. The main benefit is that it lets you test and improve trading strategies safely with historical data before using real money, helping you make smarter decisions and avoid common mistakes. Always remember that trading carries risk and no tool can guarantee profits.

https://github.com/moondevonyt/moon-dev-ai-agents
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#python #deep_learning #inference #llm #nlp #pytorch #transformer

Nano-vLLM is a small, fast, and easy-to-understand tool for running large language models offline. It matches the speed of bigger systems like vLLM but uses only about 1,200 lines of clean Python code, making it simple to read and modify. It includes smart features like prefix caching and tensor parallelism to boost performance. You can install it easily and run models like Qwen3-0.6B on your own GPU. This tool is great if you want fast, efficient AI inference without complex setups, ideal for learning, research, or small deployments on limited hardware.

https://github.com/GeeeekExplorer/nano-vllm
#shell

You can run Firefox inside a Docker container that lets you access its graphical interface through a web browser or VNC client without installing Firefox on your computer. This container stores your settings and data persistently, supports customization via environment variables, and can be secured with encrypted connections and password protection. It also allows audio streaming and file management through the browser. Using this container simplifies deployment, keeps Firefox isolated for security, and makes it easy to update or move between systems while preserving your data and preferences. This setup benefits you by providing a portable, secure, and easy-to-manage Firefox experience.

https://github.com/jlesage/docker-firefox
#python #ai #llm #rag #reasoning #retrieval

PageIndex is an advanced AI tool that helps you find the most relevant information in long professional documents by thinking and reasoning like a human expert, rather than just matching keywords. It organizes documents into a clear tree structure, similar to a table of contents, and searches through this structure to give precise, trustworthy answers with exact page references. This method avoids the common problems of traditional vector-based search, making it ideal for complex reports, legal texts, or financial filings. You can use it easily via cloud services or run it locally, improving your ability to analyze and understand large documents quickly and accurately.

https://github.com/VectifyAI/PageIndex
#typescript

OpenTUI is a TypeScript library that helps you build terminal user interfaces (TUIs), but it is still in development and not yet ready for production use[2][3]. It offers a core package with all the basic features, plus optional packages for React and SolidJS, making it flexible for different projects[2]. You can quickly start using it with bun and create-tui, and installing the core package is as simple as running bun install @opentui/core[2][3]. The main benefit is that OpenTUI lets you create rich, interactive terminal apps using modern JavaScript tools, and it’s designed to be easy to set up and experiment with during development.

https://github.com/sst/opentui
#jupyter_notebook #deep_learning #pytorch

You can learn PyTorch effectively in 20 days with a friendly, well-structured guide designed for those who already know some machine learning basics and have used Keras, TensorFlow, or PyTorch before. The book breaks down PyTorch concepts from easy to hard, with clear examples and practical code you can use right away. It includes a daily plan requiring 30 minutes to 2 hours, covering modeling, core concepts, APIs, and even advanced topics like GPU training and recommendation systems. This approach makes mastering PyTorch easier and faster, helping you build strong skills for deep learning projects and real applications.

https://github.com/lyhue1991/eat_pytorch_in_20_days
#go #blockchain #cloudvpn #golang #golang_library #holepunch #ipfs #ipfs_blockchain #kubernetes #libp2p #mesh #mesh_networks #nat #networking #p2p #p2pvpn #tunnel #vpn

EdgeVPN lets you create secure, decentralized private networks using peer-to-peer (p2p) connections without relying on central servers. It can build a VPN that automatically assigns IPs, includes a small DNS server, and protects your network even if tokens leak. You can also use it as a reverse proxy to share TCP services or send files securely over p2p without a VPN connection. It works well for edge devices and development, especially behind NATs, and can be integrated into your own Go programs. This helps you connect devices easily and securely across different networks without complex setup or infrastructure.

https://github.com/mudler/edgevpn
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#cplusplus #cpp #downloader #flathub #gnome #gtk4 #libadwaita #music #qt #videos #windows #youtube #youtube_dl #yt_dlp

Parabolic is a simple tool that lets you download videos and audio from YouTube and many other sites. You can choose different formats like mp4, webm, mp3, and more, and download several files at once. It also grabs subtitles and metadata, making your downloads more complete. This means you can save videos and music easily for offline use, and organize them with extra info. Just remember to use it in a way that follows copyright rules.

https://github.com/NickvisionApps/Parabolic