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Github Top Repositories
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🚀 Meet roboflow/supervision: a gem from today's GitHub trending list.

🔗 https://github.com/roboflow/supervision
📝 We write your reusable computer vision tools. 💜
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The roboflow/supervision GitHub repository is a powerful tool for building computer vision applications. Its purpose is to provide a set of reusable and customizable components for tasks such as object detection, tracking, and annotation. The repository offers a range of key features, including model-agnostic detection, annotation tools, and dataset utilities.

To get started with supervision, you can install it using pip install supervision. The repository provides a quickstart guide that covers the basics of using the library, including loading models, making predictions, and visualizing results.

Some of the technical highlights of supervision include its support for popular libraries like Ultralytics and Transformers, as well as its ability to handle large datasets and perform tasks like data augmentation and splitting.

The supervision library is designed to be user-friendly and accessible to developers of all levels. It provides a range of tutorials and guides to help you get started, including how-to guides, end-to-end examples, and a cheatsheet.

Whether you're a data scientist, machine learning engineer, or computer vision researcher, supervision has something to offer. Its flexible and customizable architecture makes it an ideal choice for a wide range of applications, from object detection and tracking to image segmentation and classification.

In short, supervision is a game-changer for computer vision development - with its help, you can build, deploy, and scale your computer vision applications faster and more reliably than ever before.

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📌 Spotted on GitHub Trending: ogulcancelik/herdr — let's break it down.

🔗 https://github.com/ogulcancelik/herdr
📝 agent multiplexer that lives in your terminal.
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Herdr is a terminal-based tool that allows you to run multiple coding agents in a single terminal, providing a unified view of their status. With herdr, you can see which agents are blocked, working, or done at a glance. It provides a real terminal per agent, allowing full-screen TUIs to render correctly. herdr also supports workspaces, tabs, and panes, making it easy to organize your agents.

The tool is highly customizable, with a local socket API and CLI that agents can use to drive herdr. It also supports plugins written in any language. Herdr runs anywhere, including Linux, macOS, and Windows (in beta), and can be accessed remotely over SSH.

One of the key features of herdr is its ability to keep agents running even when the terminal is closed. This allows you to detach and reattach to the terminal from any device, including your phone. herdr also supports mouse-native interactions, making it easy to use without needing to learn complex keyboard shortcuts.

The tool is designed to be lightweight and efficient, with a single 10MB Rust binary that can be installed using a variety of methods, including curl and brew. Herdr is also highly scriptable, with a local socket API and CLI that can be used to automate tasks.

Whether you're a developer or a power user, herdr is a powerful tool that can help you manage multiple coding agents with ease. With its customizable interface, lightweight design, and robust feature set, herdr is a must-have for anyone looking to streamline their workflow.
Herdr simplifies coding agent management - try it today!

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Github Top Repositories
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🔥 simplex-chat/simplex-chat is trending — and it deserves your attention.

🔗 https://github.com/simplex-chat/simplex-chat
📝 SimpleX - the first messaging network operating without user identifiers of any kind - 100% private by design! iOS, Android and desktop apps 📱!
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SimpleX Chat is a revolutionary messaging platform that prioritizes user privacy above all else. By design, it has no user identifiers of any kind, ensuring that your messages and metadata are completely protected. The platform features double ratchet end-to-end encryption with an additional encryption layer for extra security.

You can use SimpleX Chat on mobile apps for Android and iOS, or as a terminal app on Linux, MacOS, and Windows. To get started, simply install the app, connect with the team or join user groups, and make a private connection with friends by sharing a link or scanning a QR code.

The project is open to contributions, and you can help with translations, developing features, or creating chat bots. SimpleX Chat is available in multiple languages, thanks to the efforts of its community of translators.

The key takeaway: SimpleX Chat is the ultimate private messaging platform, and with its robust security features and open-source design, it's an attractive choice for anyone looking to protect their online communications - take back control of your digital privacy with SimpleX Chat.

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Github Top Repositories
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microsoft/AI-For-Beginners is making waves. Here's the full picture.

🔗 https://github.com/microsoft/AI-For-Beginners
📝 12 Weeks, 24 Lessons, AI for All!
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The AI-For-Beginners GitHub repository is a fantastic resource for those new to Artificial Intelligence (AI). This 12-week, 24-lesson curriculum is designed to be beginner-friendly, covering topics like TensorFlow and PyTorch, as well as ethics in AI. The repository includes practical lessons, quizzes, and labs, making it an excellent starting point for anyone interested in AI.

One of the key features of this repository is its multi-language support, with translations available in over 50 languages. The curriculum covers various approaches to AI, including symbolic AI, neural networks, and deep learning. It also touches on less popular AI approaches like genetic algorithms and multi-agent systems.

To get started, you can clone the repository locally, and the developers have provided a git command to do so without downloading the translations, which significantly reduces the download size:
git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git
cd AI-For-Beginners
git sparse-checkout set --no-cone '/*' '!translations' '!translated_images'

The repository has an active community, with a Microsoft Foundry Discord server available for discussion and support.

Overall, the AI-For-Beginners repository is an excellent resource for anyone looking to dive into the world of AI, and with its comprehensive curriculum and multi-language support, it's an ideal starting point for beginners - so, what are you waiting for, dive into AI today!

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📌 Spotted on GitHub Trending: facebook/astryx — let's break it down.

🔗 https://github.com/facebook/astryx
📝 An open source design system that's fully customizable and agent ready
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Astryx is an open-source design system built on React and StyleX, providing a fully customizable and accessible solution for building cohesive interfaces. It ships with 150+ components, brand-level theming, and a CLI, making it easy to get started. The key features of Astryx include open internals, no styling lock-in, and customization without wrapping.

To get started, you can install Astryx using npm, pnpm, or yarn, and then use the CLI to access component documentation, templates, and themes.

Astryx is designed for both humans and AI assistants, with a focus on guidance over enforcement, strong conventions, and a single system for all builders.

Astryx is perfect for developers, designers, and product teams looking for a robust and customizable design system.

One-liner takeaway: With Astryx, you can build cohesive and accessible interfaces with ease, and make your design unmistakably yours!

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Github Top Repositories
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🔍 Deep-diving into HKUDS/Vibe-Trading — fresh off the trending list.

🔗 https://github.com/HKUDS/Vibe-Trading
📝 "Vibe-Trading: Your Personal Trading Agent"
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Vibe-Trading is a personal trading agent that empowers you with comprehensive trading capabilities. It's built with Python 3.11+, FastAPI for the backend, and React 19 for the frontend. This project is available on PyPI and licensed under MIT.

The key features of Vibe-Trading include a Shadow Account for rule extraction and code generation, a Research Autopilot loop for hypothesis-driven trading, and layered attribution for backtest analysis. It also supports multiple message adapters like Telegram, Slack, and Discord for seamless communication.

Vibe-Trading is designed for traders, researchers, and developers who want to automate their trading strategies and backtest their ideas. With its extensive documentation and active community, it's easy to get started and stay up-to-date with the latest developments.

In short, Vibe-Trading is your one-stop solution for automated trading, and with its cutting-edge features, it's set to revolutionize the trading landscape - Automate your trades, elevate your portfolio!

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💡 obra/superpowers just hit the trending charts — here's why it matters.

🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
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Superpowers is a software development methodology that empowers coding agents with a set of composable skills, streamlining the development process. Its key features include brainstorming, test-driven development, and subagent-driven development, which enable agents to work autonomously for extended periods.

To use Superpowers, simply install it as a plugin for your preferred coding agent, such as Claude Code, Antigravity, or Codex App. The installation process varies depending on the agent, but detailed instructions are provided in the README.

From a technical standpoint, Superpowers utilizes a skills library that includes testing, debugging, collaboration, and meta skills. The skills are designed to be agent-agnostic, allowing for seamless integration with various coding agents.

Superpowers is designed for developers and teams looking to enhance their coding agents' capabilities. Whether you're working on a personal project or an enterprise-level application, Superpowers can help you streamline your development process.

In summary, Superpowers is a powerful tool that can revolutionize the way you develop software with coding agents. With its robust features, ease of use, and agent-agnostic design, Superpowers is an essential addition to any development workflow.
The future of coding is here: agents just got a whole lot smarter.

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Github Top Repositories
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🔍 Deep-diving into Robbyant/lingbot-map — fresh off the trending list.

🔗 https://github.com/Robbyant/lingbot-map
📝 A feed-forward 3D foundation model for reconstructing scenes from streaming data
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Meet LingBot-Map, a cutting-edge 3D foundation model for streaming 3D reconstruction. This innovative model focuses on geometric context transformer architecture, which unifies coordinate grounding, dense geometric cues, and long-range drift correction. It achieves high-efficiency streaming inference with a feed-forward architecture and paged KV cache attention, enabling stable inference at ~20 FPS.

LingBot-Map boasts state-of-the-art reconstruction performance on diverse benchmarks, outperforming existing streaming and iterative optimization-based approaches. To get started, create a conda environment, install PyTorch and the lingbot-map package, and download the model from HuggingFace or ModelScope. You can then run the interactive demo.py for 3D visualization or use the offline rendering pipeline for long-sequence batch rendering.

LingBot-Map is perfect for researchers, developers, and enthusiasts in the field of computer vision and 3D reconstruction. With its easy-to-use interface and extensive documentation, you can easily integrate this model into your projects.

In a nutshell, LingBot-Map is a game-changer for 3D reconstruction - streamline your workflow and unlock new possibilities with this powerful tool!

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📌 Spotted on GitHub Trending: msitarzewski/agency-agents — let's break it down.

🔗 https://github.com/msitarzewski/agency-agents
📝 A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.
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Welcome to The Agency, a collection of AI agent personalities that can transform your workflow. The Agency is a growing roster of specialized experts, each with a unique personality, communication style, and approach.

You can install the app for macOS, Linux, or Windows, which allows you to browse and install agents into various tools like Claude Code, Cursor, and Codex. Alternatively, you can use scripts to install agents or reference them manually.

The Agency includes divisions such as Engineering and Design, with agents like Frontend Developer, UI Designer, and AI Engineer. These agents are production-ready and can help you with tasks like building modern web apps, designing interfaces, and deploying machine learning models.

The Agency is open-source and community-driven, with a MIT license and a welcoming community that encourages contributions and feedback.

Join The Agency today and start building your dream team of AI specialists! With The Agency, you can assemble your dream team, except they're AI specialists who never sleep, never complain, and always deliver.

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