📌 Spotted on GitHub Trending: cloudflare/computer — let's break it down.
🔗 https://github.com/cloudflare/computer
📝 Give your agent a computer 👾
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The Cloudflare Computer is a virtual filesystem that lives inside a Durable Object, providing a unique way to manage and execute code in a cloud environment. It has three main backends: Container, Isolate shell, and Isolate JavaScript, each offering a different way to execute code and interact with the filesystem.
The
To get started, you can install the
The Cloudflare Computer is suitable for experiments, exploration, and prototypes, but it's not yet ready for production use. The project is still in the preview phase, and the APIs are subject to change.
One-liner takeaway: Cloudflare Computer is a powerful virtual filesystem that enables flexible and scalable code execution in the cloud, and it's waiting for your feedback to shape its future.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/cloudflare/computer
📝 Give your agent a computer 👾
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The Cloudflare Computer is a virtual filesystem that lives inside a Durable Object, providing a unique way to manage and execute code in a cloud environment. It has three main backends: Container, Isolate shell, and Isolate JavaScript, each offering a different way to execute code and interact with the filesystem.
The
workspace.runtime.exec function is the main entry point for executing code, and it allows you to choose the backend and execute code in a flexible way. The Cloudflare Computer also provides a node:fs/promises interface, making it easy to work with the filesystem in a Node.js environment.To get started, you can install the
@cloudflare/computer package and follow the instructions in the README. There are also several examples in the examples/ directory that demonstrate how to use the Cloudflare Computer in different scenarios.The Cloudflare Computer is suitable for experiments, exploration, and prototypes, but it's not yet ready for production use. The project is still in the preview phase, and the APIs are subject to change.
One-liner takeaway: Cloudflare Computer is a powerful virtual filesystem that enables flexible and scalable code execution in the cloud, and it's waiting for your feedback to shape its future.
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🧠 Channel: https://t.iss.one/GithubRe
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🌟 mattpocock/skills caught my eye on GitHub Trending today.
🔗 https://github.com/mattpocock/skills
📝 Skills for Real Engineers. Straight from my .agents directory.
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The mattpocock/skills GitHub repository offers a collection of skills designed to enhance your experience with coding agents like Claude Code and Codex. The purpose of these skills is to help you work more efficiently and effectively with AI-powered tools, addressing common issues such as misalignment, verbosity, and code quality.
Key features include grilling sessions to ensure you and the agent are aligned, a shared language to reduce verbosity, and feedback loops to improve code quality. The skills are small, easy to adapt, and composable, allowing you to customize them to fit your needs.
To get started, you can install the skills using the
These skills are designed for real engineers who want to take control of their coding process and work more effectively with AI-powered tools. With these skills, you can ship better apps and improve your overall coding experience.
In short, mattpocock/skills helps you work smarter, not harder, with coding agents - try them out and see the difference for yourself!
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/mattpocock/skills
📝 Skills for Real Engineers. Straight from my .agents directory.
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The mattpocock/skills GitHub repository offers a collection of skills designed to enhance your experience with coding agents like Claude Code and Codex. The purpose of these skills is to help you work more efficiently and effectively with AI-powered tools, addressing common issues such as misalignment, verbosity, and code quality.
Key features include grilling sessions to ensure you and the agent are aligned, a shared language to reduce verbosity, and feedback loops to improve code quality. The skills are small, easy to adapt, and composable, allowing you to customize them to fit your needs.
To get started, you can install the skills using the
claude plugins install mattpocock-skills command or by running npx skills@latest add mattpocock/skills. Once installed, you can use skills like /grill-me and /grill-with-docs to improve your workflow.These skills are designed for real engineers who want to take control of their coding process and work more effectively with AI-powered tools. With these skills, you can ship better apps and improve your overall coding experience.
In short, mattpocock/skills helps you work smarter, not harder, with coding agents - try them out and see the difference for yourself!
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🧠 Channel: https://t.iss.one/GithubRe
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⚡ goauthentik/authentik is making waves. Here's the full picture.
🔗 https://github.com/goauthentik/authentik
📝 The authentication glue you need.
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Authentik is an open-source Identity Provider (IdP) for modern Single Sign-On (SSO). It supports various protocols like
You can install authentik using Docker Compose, Kubernetes (Helm Chart), AWS CloudFormation, or DigitalOcean Marketplace.
The project has a strong focus on development and contributions, with extensive developer documentation and a contribution process in place.
Security is also a top priority, with guidelines outlined in the
Authentik is licensed under
Takeaway: Authentik is your one-stop-shop for a robust, open-source identity management system that's free, flexible, and feature-rich.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/goauthentik/authentik
📝 The authentication glue you need.
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Authentik is an open-source Identity Provider (IdP) for modern Single Sign-On (SSO). It supports various protocols like
SAML, OAuth2/OIDC, LDAP, and RADIUS, making it suitable for self-hosting in small labs to large production clusters. You can install authentik using Docker Compose, Kubernetes (Helm Chart), AWS CloudFormation, or DigitalOcean Marketplace.
The project has a strong focus on development and contributions, with extensive developer documentation and a contribution process in place.
Security is also a top priority, with guidelines outlined in the
SECURITY.md file. Authentik is licensed under
MIT License, CC BY-SA 4.0, and an Enterprise License for commercial use. Takeaway: Authentik is your one-stop-shop for a robust, open-source identity management system that's free, flexible, and feature-rich.
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🧠 Channel: https://t.iss.one/GithubRe
Github Top Repositories
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⚡ huangruiteng/loopx is making waves. Here's the full picture.
🔗 https://github.com/huangruiteng/loopx
📝 Lightweight loop engineering state kernel for long-running AI agent teams. Agent-loop agnostic across Codex, Claude Code, and other coding agents, with durable goals, quota-aware auto-wake, executable todos, evidence logs, and verifiable handoffs.
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LoopX is a local control plane for long-running AI agent work, keeping objectives, gates, todos, evidence, and quota stable across turns. It's designed for loop engineering, allowing humans to manage and improve AI workflows.
Key features include:
* A
*
*
To use LoopX, simply install it via
LoopX is useful for multi-day engineering, research, and experiment objectives, as well as issue and PR loops that require preserving scope, evidence, and review state. It's not an autonomous production controller, but rather a tool to help humans manage and improve AI-driven workflows.
The takeaway: Keep the loop moving, keep the judgment human.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/huangruiteng/loopx
📝 Lightweight loop engineering state kernel for long-running AI agent teams. Agent-loop agnostic across Codex, Claude Code, and other coding agents, with durable goals, quota-aware auto-wake, executable todos, evidence logs, and verifiable handoffs.
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LoopX is a local control plane for long-running AI agent work, keeping objectives, gates, todos, evidence, and quota stable across turns. It's designed for loop engineering, allowing humans to manage and improve AI workflows.
Key features include:
* A
compact state kernel for tracking goals, todos, and evidence*
Agent-agnostic design, supporting various AI agents like Codex, Claude Code, and Cursor*
Human judgment integration, ensuring humans are involved in critical decision-makingTo use LoopX, simply install it via
curl and bash, then connect it to your project. You can start from your agent, such as Codex App or Claude Code, and use the loopx command to manage your workflow.LoopX is useful for multi-day engineering, research, and experiment objectives, as well as issue and PR loops that require preserving scope, evidence, and review state. It's not an autonomous production controller, but rather a tool to help humans manage and improve AI-driven workflows.
The takeaway: Keep the loop moving, keep the judgment human.
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🧠 Channel: https://t.iss.one/GithubRe
🔥 google/guava is trending — and it deserves your attention.
🔗 https://github.com/google/guava
📝 Google core libraries for Java
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The google/guava repository is a collection of core Java libraries developed by Google. These libraries provide new collection types, such as multimap and multiset, immutable collections, a graph library, and utilities for concurrency, I/O, hashing, primitives, strings, and more.
To use Guava, you can add it to your build using Maven or Gradle, with two different "flavors" available: one for use on a Java 8+ JRE and one for use on Android.
Some key features of Guava include
Guava is suitable for Java developers of all levels, from beginners to experienced professionals, who want to simplify their coding process.
Overall, the google/guava repository is a valuable resource for any Java developer looking to streamline their workflow.
Guava simplifies Java development with its robust set of libraries - use it to upgrade your coding game!
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/google/guava
📝 Google core libraries for Java
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The google/guava repository is a collection of core Java libraries developed by Google. These libraries provide new collection types, such as multimap and multiset, immutable collections, a graph library, and utilities for concurrency, I/O, hashing, primitives, strings, and more.
To use Guava, you can add it to your build using Maven or Gradle, with two different "flavors" available: one for use on a Java 8+ JRE and one for use on Android.
Some key features of Guava include
Serializable support, Java 8+ compatibility, and a wide range of Java libraries. Guava is suitable for Java developers of all levels, from beginners to experienced professionals, who want to simplify their coding process.
Overall, the google/guava repository is a valuable resource for any Java developer looking to streamline their workflow.
Guava simplifies Java development with its robust set of libraries - use it to upgrade your coding game!
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🧠 Channel: https://t.iss.one/GithubRe
📌 Spotted on GitHub Trending: TapXWorld/ChinaTextbook — let's break it down.
🔗 https://github.com/TapXWorld/ChinaTextbook
📝 所有小初高、大学PDF教材。
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ChinaTextbook is an open-source repository providing free access to Chinese textbooks, aiming to promote compulsory education and bridge the educational gap between regions.
The repository contains a wide range of mathematics textbooks for primary, junior high, and senior high school, as well as university-level mathematics materials, including linear algebra, discrete mathematics, and probability theory.
To use the repository, simply browse through the directories and download the desired textbooks. Note that some files may be split into multiple parts due to GitHub's file size limits.
To
The target audience for this repository includes students, teachers, and anyone interested in Chinese education.
The takeaway: empowering education, one free textbook at a time.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/TapXWorld/ChinaTextbook
📝 所有小初高、大学PDF教材。
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ChinaTextbook is an open-source repository providing free access to Chinese textbooks, aiming to promote compulsory education and bridge the educational gap between regions.
The repository contains a wide range of mathematics textbooks for primary, junior high, and senior high school, as well as university-level mathematics materials, including linear algebra, discrete mathematics, and probability theory.
To use the repository, simply browse through the directories and download the desired textbooks. Note that some files may be split into multiple parts due to GitHub's file size limits.
To
merge these split files, you can use the provided mergePDFs-windows-amd64.exe program. The target audience for this repository includes students, teachers, and anyone interested in Chinese education.
The takeaway: empowering education, one free textbook at a time.
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🧠 Channel: https://t.iss.one/GithubRe
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Github Top Repositories
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🔥 Significant-Gravitas/AutoGPT is trending — and it deserves your attention.
🔗 https://github.com/Significant-Gravitas/AutoGPT
📝 AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
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The AutoGPT GitHub repository is an open-source platform that enables users to build, deploy, and run AI agents that can automate various tasks and workflows. With AutoGPT, users can describe an outcome in plain English or use a visual builder to shape every step of the process, and then run the agent on demand, on a schedule, or from a trigger. The platform offers four main surfaces: AutoPilot, Agents, Marketplace, and Build, which provide a range of features and functionalities for creating and managing AI agents.
The
AutoGPT is designed for a wide range of users, from individuals to businesses, and offers a range of features and functionalities that can help automate various tasks and workflows. Whether you're looking to automate executive operations, sales, marketing, engineering, customer support, or research tasks, AutoGPT provides a powerful and flexible platform for creating and managing AI agents.
One-liner takeaway: AutoGPT is a game-changing platform that empowers users to automate tasks and workflows with ease, giving them back 10 hours every week to focus on what matters most.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/Significant-Gravitas/AutoGPT
📝 AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
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The AutoGPT GitHub repository is an open-source platform that enables users to build, deploy, and run AI agents that can automate various tasks and workflows. With AutoGPT, users can describe an outcome in plain English or use a visual builder to shape every step of the process, and then run the agent on demand, on a schedule, or from a trigger. The platform offers four main surfaces: AutoPilot, Agents, Marketplace, and Build, which provide a range of features and functionalities for creating and managing AI agents.
The
AutoGPT platform is available in both hosted and self-hosted options, with the hosted version providing a managed infrastructure and model access, while the self-hosted version requires users to provide their own infrastructure and model API keys. The platform supports a wide range of integrations with popular apps and services, including Gmail, Google Calendar, GitHub, and Slack.AutoGPT is designed for a wide range of users, from individuals to businesses, and offers a range of features and functionalities that can help automate various tasks and workflows. Whether you're looking to automate executive operations, sales, marketing, engineering, customer support, or research tasks, AutoGPT provides a powerful and flexible platform for creating and managing AI agents.
One-liner takeaway: AutoGPT is a game-changing platform that empowers users to automate tasks and workflows with ease, giving them back 10 hours every week to focus on what matters most.
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🧠 Channel: https://t.iss.one/GithubRe