🔍 Deep-diving into uber/ADR — fresh off the trending list.

🔗 https://github.com/uber/ADR
📝 ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.
──────────────────────────────

The uber/ADR repository on GitHub is home to ADR, an enterprise security system designed to protect AI agents from potential threats. The primary purpose of ADR is to secure employee-facing and customer-facing AI agents through four key capabilities: observing agent activity, evaluating defenses, detecting threats, and preventing unsafe actions.

The repository includes the open-source ADR Sensor, ADR-Bench, and ADR Detector components. The ADR Sensor collects and normalizes agent telemetry, while ADR-Bench tests agent security under realistic enterprise conditions. The ADR Detector uses a two-tier architecture to detect risky agent behavior efficiently.

To get started with ADR Detection, users can clone the repository, navigate to the Detection folder, and follow the provided instructions. The default detector is adr, but users can also opt for a keyless smoke test using the llamafirewall detector.

From a technical standpoint, ADR is notable for its ability to capture agent intent, tool use, and execution traces across multiple AI coding tools and platforms. The system's architecture is designed to provide high-recall triage and deeper agentic reasoning for suspicious sessions.

The target audience for ADR includes enterprise security teams, AI researchers, and developers interested in securing AI agents. With its robust capabilities and open-source availability, ADR has the potential to make a significant impact on the security of AI systems.

In a nutshell, ADR is a game-changer for securing AI agents - and the best part is, it's open-source and ready to be leveraged by the community!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🔍 Deep-diving into obra/superpowers — fresh off the trending list.

🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
──────────────────────────────

Superpowers is a software development methodology that empowers coding agents with a set of composable skills. It's designed to work with various coding agents, including Claude Code, Antigravity, Codex App, and more.

To get started, you can install Superpowers as a plugin for your chosen coding agent. For example, in Claude Code, you can install it from the official plugin marketplace using the following bash command:

/plugin install superpowers@claude-plugins-official

Once installed, Superpowers guides your agent through a development workflow that includes brainstorming, writing plans, and subagent-driven development. It emphasizes test-driven development, systematic debugging, and collaboration.

The Superpowers methodology is based on principles like test-driven development, systematic over ad-hoc, and complexity reduction. It's designed to help developers create high-quality code efficiently.

With Superpowers, you can streamline your coding process and focus on building amazing projects. So, what are you waiting for? Give your coding agent Superpowers today and take your development to the next level!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🔥 microsoft/generative-ai-for-beginners is trending — and it deserves your attention.

🔗 https://github.com/microsoft/generative-ai-for-beginners
📝 21 Lessons, Get Started Building with Generative AI
──────────────────────────────

The Microsoft/generative-ai-for-beginners GitHub repository is a comprehensive course designed for beginners to learn about Generative AI. It includes 21 lessons that cover various topics, from the basics of Generative AI to advanced concepts like prompt engineering. The course provides a step-by-step guide on how to build Generative AI applications using Python and TypeScript.

To get started, you'll need to have a basic understanding of Python or TypeScript, as well as a GitHub account to fork the repository. The course also supports multiple services, including Azure OpenAI Service, Microsoft Foundry Models, and OpenAI API.

One of the key features of this repository is its multi-language support, with translations available in over 50 languages. The course is designed to be flexible, allowing you to start with any lesson and learn at your own pace.

Whether you're a beginner or an experienced developer, this course provides a wealth of information and resources to help you get started with Generative AI. So, dive in and start learning - your next Generative AI project is just a step away!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🚀 Meet cypress-io/cypress: a gem from today's GitHub trending list.

🔗 https://github.com/cypress-io/cypress
📝 Fast, easy and reliable testing for anything that runs in a browser.
──────────────────────────────

Cypress is a game-changing testing framework that makes it easy to test web applications. Its fast and reliable nature allows developers to write end-to-end tests with ease. The key features of Cypress include automatic waiting, network traffic control, and retries. To get started, simply install Cypress using npm install cypress --save-dev or yarn add cypress --dev, then write your tests in JavaScript.

Cypress is built with modular architecture and supports both JavaScript and TypeScript. It's perfect for developers and QA engineers who want to ensure their web applications work flawlessly.

With Cypress, you can run tests in parallel, debug tests, and even use a dashboard to view test results. The Cypress community is active, with many resources available for learning and troubleshooting.

Ready to take your testing to the next level? Try Cypress today and experience the power of fast, easy, and reliable testing - your code will thank you!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

⚡ lyogavin/airllm is making waves. Here's the full picture.

🔗 https://github.com/lyogavin/airllm
📝 AirLLM 70B inference with single 4GB GPU
──────────────────────────────

AirLLM is a revolutionary open-source solution that enables large language models to run on limited GPU memory, without sacrificing performance. With AirLLM, you can deploy massive models like 405B Llama 3.1 on a mere 8GB GPU or DeepSeek-V3 (671B) on ~12GB. The secret lies in its ability to stream one expert at a time, rather than loading the entire layer.

To get started, simply install the airllm package using pip install airllm and initialize the model with the Hugging Face repo ID or local path. You can also enable model compression for up to 3x inference speedup.

AirLLM supports a wide range of models, including ChatGLM, QWen, and Baichuan, and is compatible with MacOS and Linux. The community-driven project is constantly evolving, with new features and model support being added regularly.

Join the AirLLM community today and experience the power of large language models on limited hardware - Run big models, not big bills!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🔍 Deep-diving into webpack/webpack — fresh off the trending list.

🔗 https://github.com/webpack/webpack
📝 A bundler for javascript and friends. Packs many modules into a few bundled assets. Code Splitting allows for loading parts of the application on demand. Through "loaders", modules can be CommonJs, AMD, ES6 modules, CSS, Images, JSON, Coffeescript, LESS, ... and your custom stuff.
──────────────────────────────

Webpack is a powerful module bundler that transforms, bundles, and packages resources for browser usage. It's highly modular and supports ES Modules, CommonJS, and AMD modules.

To get started, install Webpack with npm install --save-dev webpack or yarn add webpack --dev. Then, check out the Quick Start guide for a comprehensive introduction.

Webpack's key features include:
- Loaders for preprocessing files, enabling the use of any static resource beyond JavaScript
- A rich plugin interface for flexibility and customization
- Support for ES5-compliant browsers and the ability to load polyfills for older browsers

The community-driven project has a wide range of plugins and loaders available, including mini-css-extract-plugin, compression-webpack-plugin, and babel-loader.

Whether you're a seasoned developer or just starting out, Webpack's extensive documentation and active community make it an excellent choice for your next project.
In short, Webpack is the ultimate bundler: it's the glue that holds your web applications together!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

📌 Spotted on GitHub Trending: gabime/spdlog — let's break it down.

🔗 https://github.com/gabime/spdlog
📝 Fast C++ logging library.
──────────────────────────────

The spdlog library is a fast, header-only, C++ logging library that offers a wide range of features, including async logging, custom formatting, and various log targets. It's easy to use and provides a fmt library-based call style. The library is highly customizable and supports conditional logging, severity-based filtering, and multi-threaded loggers.

To get started with spdlog, you can simply copy the headers into your project or use your favorite package manager to install it. The library supports a variety of platforms, including Linux, Windows, and Mac OSX.

Some of the key technical highlights of spdlog include its high performance, async mode, and customizable sinks. The library also provides a range of examples and documentation to help you get started.

Whether you're a seasoned developer or just starting out, spdlog is a great choice for your logging needs. With its ease of use, high performance, and customizability, it's the perfect tool for anyone looking to add logging to their C++ application.

Takeaway: spdlog is the ultimate logging library for C++ - fast, flexible, and easy to use.

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🎯 denoland/deno landed on trending. Worth a proper look.

🔗 https://github.com/denoland/deno
📝 A modern runtime for JavaScript and TypeScript.
──────────────────────────────

The Deno project is a JavaScript, TypeScript, and WebAssembly runtime that prioritizes security and provides a great developer experience. It's built on top of V8, Rust, and Tokio.

To get started with Deno, you can install it using a variety of methods, including shell scripts, Homebrew, or Chocolatey. For example, you can use the following curl command:
curl -fsSL https://deno.land/install.sh | sh

Once installed, you can start building your first Deno program by creating a server.ts file with the following code:

Deno.serve((_req: Request) => {
  return new Response("Hello, world!");
});

You can then run your server using the command deno run --allow-net server.ts.

Deno is suitable for a wide range of applications, including web servers, and has a variety of resources available, such as the Deno Docs and the Deno Standard Library.

So why Deno? It's the perfect choice for developers who want a secure and efficient way to build their applications - and with Deno, you can code with confidence!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🔥 usekaneo/kaneo is trending — and it deserves your attention.

🔗 https://github.com/usekaneo/kaneo
📝 🎯 All you need. Nothing you don't. Open source project management that works for you, not against you.
──────────────────────────────

Meet Kaneo, a project management platform that's all about simplicity and ease of use. The team behind Kaneo created it because they were tired of bloated and overcomplicated tools that distracted from actual work. Kaneo has a clean interface that focuses on your work, is self-hosted for data ownership, is actually fast due to performance care, and is open source with a permissive MIT license.

To get started with Kaneo, you can use the drim CLI tool for a one-click deployment or use Docker Compose for a quick setup. For development, you can follow the Environment Setup Guide to configure environment variables and troubleshoot common issues.

Kaneo is perfect for teams looking for a simple and efficient project management tool. With its fast and secure approach, Kaneo helps teams focus on building great products.

The takeaway: Kaneo is the project management tool that gets out of your way, so you can get work done!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🚀 Meet livekit/agents: a gem from today's GitHub trending list.

🔗 https://github.com/livekit/agents
📝 A framework for building realtime voice AI agents 🤖🎙️📹
──────────────────────────────

The livekit/agents GitHub repository is a framework for building real-time, programmable participants that run on servers. It enables the creation of conversational, multi-modal voice agents that can see, hear, and understand. The key features of this framework include flexible integrations with various STT, LLM, TTS, and Realtime APIs, integrated job scheduling, extensive WebRTC clients, and telephony integration.

To get started, you can install the core Agents library using pip install "livekit-agents[openai,deepgram,cartesia]". The repository provides a range of examples, from a simple voice agent to more complex scenarios like multi-agent handoff and text-only agents.

The framework is designed to be highly customizable, with support for semantic turn detection, MCP support, and built-in test framework. It's also fully open-source, allowing you to run the entire stack on your own servers.

Whether you're building a voice assistant, a customer service chatbot, or a virtual event host, the livekit/agents framework provides the tools and flexibility you need to create engaging, interactive experiences.

Build your conversational AI application with LiveKit Agents and unlock the power of real-time, multi-modal interactions - pip install livekit-agents and start creating today!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

🌟 angular/angular caught my eye on GitHub Trending today.

🔗 https://github.com/angular/angular
📝 Deliver web apps with confidence 🚀
──────────────────────────────

The angular/angular GitHub repository is home to the popular Angular framework, a modern web developer's platform for building mobile and desktop applications using TypeScript/JavaScript and other languages.

Key features include a robust set of tools for building scalable and fast applications, a vast ecosystem of libraries and tools, and a strong focus on community engagement.

To get started with Angular, you can install the Angular CLI globally using npm install -g @angular/cli, create a new workspace with ng new [PROJECT NAME], and run the application with ng serve.

The repository is well-documented, with a comprehensive set of guides and tutorials available on the angular.dev website, covering topics such as getting started, architecture, components and templates, and more.

Angular is designed for developers of all levels, from beginners to experienced professionals, and has a large and active community of contributors and users.

Technical highlights include support for Server Side Rendering, Lazy Loading, and Animations, as well as a robust set of APIs and tools for building complex applications.

In short, Angular is a powerful and flexible framework for building modern web applications, and the angular/angular repository is the perfect place to start your journey.

Give Angular a try, and discover why it's loved by millions: Angular - the modern web developer's platform, where you can build anything, anywhere.

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

💡 tailwindlabs/tailwindcss just hit the trending charts — here's why it matters.

🔗 https://github.com/tailwindlabs/tailwindcss
📝 A utility-first CSS framework for rapid UI development.
──────────────────────────────

Tailwind CSS is a utility-first CSS framework designed to help you build custom user interfaces rapidly. Its key features include a highly customizable and responsive design system, making it perfect for developers who want to create unique and consistent user experiences.

To get started, you can visit the official documentation for a comprehensive guide on usage and configuration. From a technical standpoint, Tailwind CSS is built to be highly performant and scalable, making it suitable for large and complex applications.

The framework is widely adopted, with a strong community of developers who contribute to its growth and provide support. Whether you're a seasoned developer or just starting out, Tailwind CSS is an excellent choice for building custom interfaces.

tailwindcss

is used by thousands of developers worldwide. Build fast, build clean, and focus on what matters: shipping amazing user experiences.

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe

⚡ browser-use/video-use is making waves. Here's the full picture.

🔗 https://github.com/browser-use/video-use
📝 Edit videos with coding agents
──────────────────────────────

Introducing video-use, a revolutionary open-source tool that enables you to edit videos with ease using Claude Code. Simply drop your raw footage into a folder, interact with Claude Code, and get a polished final.mp4 file in return. This powerful tool works with any type of content, from talking heads to travel videos, without requiring presets or menus.

Key features of video-use include:
- Cutting out filler words and dead space
- Auto color grading
- 30ms audio fades
- Burning subtitles
- Generating animation overlays

Technical highlights include a self-evaluation process that checks the rendered output at every cut boundary, ensuring a seamless viewing experience. The tool also persists session memory, allowing you to pick up where you left off in your next editing session.

Usage is straightforward: simply clone the repository, install the dependencies, and register the skill with your agent. Then, point your agent at a folder of raw takes and let video-use do the rest.

Audience for video-use includes anyone looking to simplify their video editing workflow, from content creators to filmmakers.

In short, video-use is a game-changer for video editing - with its automated features and intuitive interface, you can edit like a pro without being one!

──────────────────────────────
🧠 Channel: https://t.iss.one/GithubRe