🔥 humanlayer/12-factor-agents is trending — and it deserves your attention.

🔗 https://github.com/humanlayer/12-factor-agents
📝 What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?
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The 12-factor-agents GitHub repository provides a set of principles for building reliable and scalable LLM-powered applications. The project, inspired by the 12 Factor Apps methodology, aims to help developers create more maintainable and efficient software.

Purpose: The main goal of 12-factor-agents is to establish a set of guidelines for developing LLM-powered applications that are production-ready and can be easily maintained.

Some key features of the project include:
- A set of 12 factors that provide guidance on building reliable LLM-powered software
- A brief history of software development and how it led to the creation of the 12-factor-agents project
- Examples and illustrations to help explain complex concepts

Usage of the project involves following the 12 factors, which cover topics such as:
- Factor 1: Natural Language to Tool Calls
- Factor 2: Own your prompts
- Factor 3: Own your context window
- And many more

From a technical standpoint, the project highlights the importance of:
- Using a stateless reducer to manage the application's state
- Implementing a loop that consists of LLM determination, deterministic code execution, and context window updates
- Utilizing a DAG (Directed Acyclic Graph) to represent the application's workflow

The target audience for the project includes:
- Developers interested in building LLM-powered applications
- Software engineers looking to create more maintainable and efficient software
- Anyone interested in learning about the 12-factor-agents principles and how to apply them

In conclusion, the 12-factor-agents project provides a comprehensive set of guidelines for building reliable and scalable LLM-powered applications. By following the 12 factors and understanding the technical concepts behind the project, developers can create more maintainable and efficient software. The ultimate takeaway is: build software that is designed to thrive in a world where LLMs are getting exponentially more powerful.

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🧠 Channel: https://t.me/GithubRe

💡 Diolinux/PhotoGIMP just hit the trending charts — here's why it matters.

🔗 https://github.com/Diolinux/PhotoGIMP
📝 A Patch for GIMP 3+ for Photoshop Users
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PhotoGIMP transforms GIMP into a layout familiar to Adobe Photoshop users. It offers a Photoshop-like tool layout, custom splash screen, maximized canvas space, Photoshop keyboard shortcuts, and a custom icon & name. To use it, simply download and install the latest release, overwriting GIMP's configuration files.

The patch is suitable for users of GIMP 3.0 and newer, and it does not delete custom brushes, fonts, or plug-ins. You can customize shortcuts after installation via Edit → Keyboard Shortcuts.

Installation steps vary for Linux, Windows, and macOS, but generally involve downloading the release, extracting it, and overwriting config files.

The patch replaces or adds several files in GIMP's configuration directory, including shortcutsrc, toolrc, and sessionrc.

Troubleshooting tips are available for common issues, such as PhotoGIMP not changing GIMP's layout or errors when opening GIMP.

In short, PhotoGIMP is a must-have for Photoshop users switching to GIMP — it makes the transition seamless, and you'll be editing like a pro in no time!

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🧠 Channel: https://t.me/GithubRe

🔥 Alishahryar1/free-claude-code is trending — and it deserves your attention.

🔗 https://github.com/Alishahryar1/free-claude-code
📝 Use claude-code for free in the terminal, VSCode extension or discord like OpenClaw (voice supported)
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Free Claude Code is an open-source proxy for Claude Code that allows you to use your own models or third-party providers instead of the default Anthropic API. The proxy supports ten provider backends, including NVIDIA NIM, Kimi, and Wafer, and provides per-model routing for different model tiers.

To get started, install the latest version of Claude Code and install the required runtime dependencies, including Python 3.14 and uv. Then, install the proxy using uv and start the proxy server using the fcc-server command.

The proxy provides a native Claude Code model picker through its /v1/models endpoint and supports streaming, tool use, and local request optimizations. You can also use the proxy with optional Discord or Telegram bot wrappers for remote coding sessions or with the VS Code extension for a seamless integration experience.

Key features include:

* Drop-in proxy for Claude Code's Anthropic API calls
* Ten provider backends with per-model routing
* Native Claude Code model picker support
* Streaming, tool use, and local request optimizations
* Optional Discord or Telegram bot wrappers
* Optional VS Code extension

The proxy is suitable for developers and power users who want to customize their Claude Code experience and use their own models or third-party providers.

In short, Free Claude Code gives you the freedom to choose your own models and providers, making it a powerful tool for anyone looking to customize their coding experience. Take control of your coding experience with Free Claude Code!

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🧠 Channel: https://t.me/GithubRe

🎯 pascalorg/editor landed on trending. Worth a proper look.

🔗 https://github.com/pascalorg/editor
📝 Create and share 3D architectural projects.
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The pascalorg/editor is a 3D building editor built with React Three Fiber and WebGPU. It's designed as a Turborepo monorepo with three main packages: editor-v2, core, and viewer. The core package handles scene state management, systems, and schema definitions, while the viewer package focuses on 3D rendering. The editor-v2 package extends the viewer with interactive tools and editing capabilities.

Key features include a node-based data structure, a scene registry for fast lookup, and a variety of systems for geometry generation and updates. The editor also includes tools for selection, wall drawing, zone creation, and item placement.

The tech stack is based on React 19, Next.js 16, Three.js, and React Three Fiber, with Zustand for state management and Zod for schema validation.

To get started, run bun dev from the root directory to enable hot reload for all packages. You can build packages using turbo build and publish them to npm.

The project is suitable for developers interested in 3D modeling, architecture, and interactive web applications. With its modular design and robust tech stack, the pascalorg/editor is a great starting point for building complex 3D editing tools.

In short, the pascalorg/editor is a powerful 3D building editor that's built to inspire creation.

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🧠 Channel: https://t.me/GithubRe

🎯 frappe/erpnext landed on trending. Worth a proper look.

🔗 https://github.com/frappe/erpnext
📝 Free and Open Source Enterprise Resource Planning (ERP)
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ERPNext is an open-source enterprise resource planning (ERP) system that aims to simplify business operations. It includes a wide range of features such as Accounting, Inventory, Manufacturing, CRM, Sales, Purchase, Project Management, and HRMS. To get started, you can use the easy install script for bench, which sets up all dependencies, including MariaDB.

ERPNext is built on the Frappe Framework, a full-stack web app framework in Python and JavaScript. The system is licensed under the GNU General Public License (v3) and has a large community of contributors. If you're interested in contributing, you can check out the Issue Guidelines and Pull Request Requirements.

The ERPNext community is diverse, ranging from small businesses to large enterprises. Whether you're a developer, a business owner, or an IT professional, ERPNext has something to offer. With its modular design and flexible architecture, it's an ideal solution for organizations looking to streamline their operations.

ERPNext is free, open-source, and community-driven, making it an attractive alternative to proprietary ERP systems. So, what are you waiting for? Join the ERPNext community today and discover a simpler way to manage your business - it's ERP, made simple!

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🧠 Channel: https://t.me/GithubRe

🔍 Deep-diving into microsoft/ai-agents-for-beginners — fresh off the trending list.

🔗 https://github.com/microsoft/ai-agents-for-beginners
📝 12 Lessons to Get Started Building AI Agents
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AI Agents for Beginners is a comprehensive course that teaches everything you need to know to start building AI Agents. The course covers the fundamentals of building AI Agents, with lessons on topics such as intro to AI agents, AI agentic frameworks, and designing trustworthy AI agents.

The course includes multi-language support for over 50 languages, making it accessible to a wide range of learners. You can access the course materials, including Python code samples, by forking the repo or cloning it locally using git. The course utilizes Microsoft Agent Framework and Azure AI Foundry Agent Service V2, with some code samples also supporting alternative OpenAI-compatible providers.

To get started, simply navigate to the lesson that interests you the most, and follow the instructions in the README file. You can also join the Microsoft Foundry Discord channel to meet other learners, get your questions answered, and stay up-to-date with the latest developments in AI agents.

This course is perfect for beginners and experienced learners alike, with a focus on hands-on learning and practical applications. So why wait? Dive in and start building your own AI agents today - with this course, you'll be well on your way to creating intelligent agents that can interact with the world in complex and fascinating ways!

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🧠 Channel: https://t.me/GithubRe

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

🔗 https://github.com/HKUDS/ViMax
📝 "ViMax: Agentic Video Generation (Director, Screenwriter, Producer, and Video Generator All-in-One)"
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ViMax is an innovative video generation platform that aims to revolutionize the way we create videos. The traditional process of video creation is time-consuming, requiring multiple specialists and lengthy workflows. ViMax changes this by automating the entire pipeline from narrative input to final video output.

The key features of ViMax include:
- Idea2Video: transforming raw ideas into complete video stories
- Novel2Video: adapting complete novels into episodic video content
- Script2Video: creating videos from scripts
- AutoCameo: generating videos from user-uploaded photos

From a technical standpoint, ViMax uses a multi-agent framework to ensure character and scene consistency. The system features intelligent long script generation, expressive storyboard design, and automated shot planning.

ViMax is designed for anyone looking to create high-quality videos without the need for extensive technical expertise. Whether you're a filmmaker, a writer, or simply someone with a great idea, ViMax provides the tools to bring your vision to life.

In short, ViMax is a game-changer for video creation - just input your concept, and let ViMax handle the rest. Automate your video production, amplify your creativity.

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🧠 Channel: https://t.me/GithubRe