Forwarded from Machine Learning with Python
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Stop paying full price on Udemy. Seriously. ðļ
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ðĨ PrimeIntellect-ai/prime-agent is trending â and it deserves your attention.
ð https://github.com/PrimeIntellect-ai/prime-agent
ð A self-improving RLM agent for coding workflows and long-running autonomous tasks.
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Prime Agent is an open-source coding and research agent designed for general and long-running work. It's built around two core abstractions: the Recursive Language Model (RLM) and the Continual Harness. The RLM treats context as variables and tools like recursive subagents as function calls, while the Continual Harness stores supplemental prompts, memories, and reusable subagent specifications as durable state.
The agent combines a persistent Python control environment with durable harness state, allowing useful working context and reusable operating patterns to outlive a single chat window.
Technical highlights include a persistent IPython environment, daemon-backed continuity, and heartbeats and schedules for long-running work. The agent is designed for long-running evaluations in research and offers a range of commands for managing sessions, including
The Prime Agent is suitable for researchers, developers, and anyone looking for a powerful tool for long-running work. With its extensive documentation and open-source license, it's an attractive choice for those seeking a flexible and customizable solution.
In short, Prime Agent is a game-changer for long-running work - it's like having a super-smart, always-on, and highly customizable assistant at your fingertips!
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ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/PrimeIntellect-ai/prime-agent
ð A self-improving RLM agent for coding workflows and long-running autonomous tasks.
ââââââââââââââââââââââââââââââ
Prime Agent is an open-source coding and research agent designed for general and long-running work. It's built around two core abstractions: the Recursive Language Model (RLM) and the Continual Harness. The RLM treats context as variables and tools like recursive subagents as function calls, while the Continual Harness stores supplemental prompts, memories, and reusable subagent specifications as durable state.
The agent combines a persistent Python control environment with durable harness state, allowing useful working context and reusable operating patterns to outlive a single chat window.
prime-agent can be installed using a simple curl command and can be started from any directory. It offers various features such as programmatic subagents, skill creation, and direct agent-to-agent communication.Technical highlights include a persistent IPython environment, daemon-backed continuity, and heartbeats and schedules for long-running work. The agent is designed for long-running evaluations in research and offers a range of commands for managing sessions, including
prime-agent agents, prime-agent attach, and prime-agent shutdown.The Prime Agent is suitable for researchers, developers, and anyone looking for a powerful tool for long-running work. With its extensive documentation and open-source license, it's an attractive choice for those seeking a flexible and customizable solution.
In short, Prime Agent is a game-changer for long-running work - it's like having a super-smart, always-on, and highly customizable assistant at your fingertips!
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ðĨ addyosmani/agent-skills is trending â and it deserves your attention.
ð https://github.com/addyosmani/agent-skills
ð Production-grade engineering skills for AI coding agents.
ââââââââââââââââââââââââââââââ
The addyosmani/agent-skills GitHub repository provides production-grade engineering skills for AI coding agents. These skills encode workflows, quality gates, and best practices used by senior engineers when building software, ensuring AI agents follow them consistently across every development phase.
The repository includes
Technical highlights include test-driven development, incremental implementation, and context engineering. The skills are designed to work with various agents, including
The target audience is developers and teams looking to improve their coding efficiency and quality. With addyosmani/agent-skills, you can streamline your development process and ensure your code meets high standards.
In short, addyosmani/agent-skills helps you code like a pro by providing a set of production-ready skills for AI agents - install, and let the skills do the heavy lifting.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/addyosmani/agent-skills
ð Production-grade engineering skills for AI coding agents.
ââââââââââââââââââââââââââââââ
The addyosmani/agent-skills GitHub repository provides production-grade engineering skills for AI coding agents. These skills encode workflows, quality gates, and best practices used by senior engineers when building software, ensuring AI agents follow them consistently across every development phase.
The repository includes
8 slash commands that map to the development lifecycle, activating the right skills automatically. It also features a Quick Start guide for easy installation and a Meta skill for discovering which skill applies to a given task.Technical highlights include test-driven development, incremental implementation, and context engineering. The skills are designed to work with various agents, including
Claude Code, Cursor, Codex, and GitHub Copilot.The target audience is developers and teams looking to improve their coding efficiency and quality. With addyosmani/agent-skills, you can streamline your development process and ensure your code meets high standards.
In short, addyosmani/agent-skills helps you code like a pro by providing a set of production-ready skills for AI agents - install, and let the skills do the heavy lifting.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ðĨ cloudflare/computer is trending â and it deserves your attention.
ð https://github.com/cloudflare/computer
ð Give your agent a computer ðū
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Cloudflare Computer is a virtual filesystem that lives inside a Durable Object, providing a unique approach to cloud computing. It has three backends: Container, Isolate shell, and Isolate JavaScript, each offering a different way to interact with the filesystem. The
To get started, you can install the
The project is still in the preview phase, so the APIs are unstable and subject to change. It's suitable for experiments and prototypes, but not for production use.
For developers, the repository provides a monorepo with multiple packages, including
In terms of performance, the
Overall, Cloudflare Computer is an innovative project that's worth exploring for developers looking to push the boundaries of cloud computing.
One-liner takeaway: Cloudflare Computer is a game-changer for cloud computing, offering a virtual filesystem with multiple backends and a unique execution model that's perfect for experimentation and innovation.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/cloudflare/computer
ð Give your agent a computer ðū
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Cloudflare Computer is a virtual filesystem that lives inside a Durable Object, providing a unique approach to cloud computing. It has three backends: Container, Isolate shell, and Isolate JavaScript, each offering a different way to interact with the filesystem. The
workspace.runtime.exec function is the main entry point for execution, allowing users to run shell commands or ECMAScript modules. To get started, you can install the
@cloudflare/computer package and follow the instructions in its README. The repository includes several examples, such as running a container, using a worker shell, or executing JavaScript code. The project is still in the preview phase, so the APIs are unstable and subject to change. It's suitable for experiments and prototypes, but not for production use.
For developers, the repository provides a monorepo with multiple packages, including
@cloudflare/dofs, @cloudflare/computer-rpc, and @cloudflare/computerd. In terms of performance, the
computerd daemon's FUSE mount shows promising results, beating real disk performance in certain scenarios. Overall, Cloudflare Computer is an innovative project that's worth exploring for developers looking to push the boundaries of cloud computing.
One-liner takeaway: Cloudflare Computer is a game-changer for cloud computing, offering a virtual filesystem with multiple backends and a unique execution model that's perfect for experimentation and innovation.
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ð§ Channel: https://t.iss.one/GithubRe
ðĄ mattpocock/skills just hit the trending charts â here's why it matters.
ð https://github.com/mattpocock/skills
ð Skills for Real Engineers. Straight from my .agents directory.
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The mattpocock/skills GitHub repository is a collection of skills designed to enhance the productivity of real engineers. These skills are small, adaptable, and composable, allowing them to work with any model. The key features of this repository include grilling sessions to align with the agent, shared language to reduce verbosity, and feedback loops to ensure the code works as intended.
To use these skills, you can install them via the
The technical highlights of this repository include
These skills are designed for engineers who want to improve their productivity and code quality. With these skills, you can streamline your workflow, reduce errors, and improve your overall coding experience.
In short, the mattpocock/skills repository is a game-changer for engineers looking to take their coding skills to the next level - supercharge your coding productivity with these powerful skills.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/mattpocock/skills
ð Skills for Real Engineers. Straight from my .agents directory.
ââââââââââââââââââââââââââââââ
The mattpocock/skills GitHub repository is a collection of skills designed to enhance the productivity of real engineers. These skills are small, adaptable, and composable, allowing them to work with any model. The key features of this repository include grilling sessions to align with the agent, shared language to reduce verbosity, and feedback loops to ensure the code works as intended.
To use these skills, you can install them via the
Claude Code plugin or by running npx skills@latest add mattpocock/skills. Once installed, you can run /setup-matt-pocock-skills to configure the skills for your project.The technical highlights of this repository include
/grill-meand
/grill-with-docsfor grilling sessions,
/tddfor test-driven development, and
/diagnosing-bugsfor debugging.
These skills are designed for engineers who want to improve their productivity and code quality. With these skills, you can streamline your workflow, reduce errors, and improve your overall coding experience.
In short, the mattpocock/skills repository is a game-changer for engineers looking to take their coding skills to the next level - supercharge your coding productivity with these powerful skills.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð Deep-diving into obra/superpowers â fresh off the trending list.
ð https://github.com/obra/superpowers
ð An agentic skills framework & software development methodology that works.
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Superpowers is a software development methodology that empowers your coding agents with a set of composable skills and initial instructions. The purpose of Superpowers is to streamline the coding process, from brainstorming to implementation, using a systematic approach.
Key features include
From a technical perspective, Superpowers provides a
In conclusion, Superpowers is a game-changer for coding agents, and its impact on the coding community will be significant - Superpowers is not just a tool, it's a superpower for your coding agent!
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/obra/superpowers
ð An agentic skills framework & software development methodology that works.
ââââââââââââââââââââââââââââââ
Superpowers is a software development methodology that empowers your coding agents with a set of composable skills and initial instructions. The purpose of Superpowers is to streamline the coding process, from brainstorming to implementation, using a systematic approach.
Key features include
test-driven-development, systematic-debugging, and collaboration tools. To use Superpowers, simply install it as a plugin in your preferred coding agent, such as Claude Code, Antigravity, or Codex App.From a technical perspective, Superpowers provides a
skills library that includes various workflows, such as brainstorming, writing-plans, and executing-plans. The target audience for Superpowers includes developers, coding agents, and anyone looking to improve their coding efficiency.In conclusion, Superpowers is a game-changer for coding agents, and its impact on the coding community will be significant - Superpowers is not just a tool, it's a superpower for your coding agent!
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
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ð Spotted on GitHub Trending: goauthentik/authentik â let's break it down.
ð https://github.com/goauthentik/authentik
ð The authentication glue you need.
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authentik is an open-source Identity Provider (IdP) designed for self-hosting, supporting various protocols like SAML, OAuth2/OIDC, LDAP, and RADIUS. It's suitable for small labs to large production clusters, with an enterprise offering available for robust identity management.
The installation process is flexible, allowing users to deploy via
When it comes to security, authentik takes it seriously, with guidelines outlined in the
authentik is perfect for organizations looking for a customizable, self-hosted identity management solution - take control of your identity management today!
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/goauthentik/authentik
ð The authentication glue you need.
ââââââââââââââââââââââââââââââ
authentik is an open-source Identity Provider (IdP) designed for self-hosting, supporting various protocols like SAML, OAuth2/OIDC, LDAP, and RADIUS. It's suitable for small labs to large production clusters, with an enterprise offering available for robust identity management.
The installation process is flexible, allowing users to deploy via
Docker Compose, Kubernetes (Helm Chart), AWS CloudFormation, or the DigitalOcean Marketplace. The project has a strong focus on development and contributions, with extensive documentation and a clear contribution process. When it comes to security, authentik takes it seriously, with guidelines outlined in the
SECURITY.md file. The project is licensed under MIT, CC BY-SA 4.0, and an enterprise license.authentik is perfect for organizations looking for a customizable, self-hosted identity management solution - take control of your identity management today!
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ð§ Channel: https://t.iss.one/GithubRe
âĪ1
Github Top Repositories
Photo
ð Meet semantica-agi/semantica: a gem from today's GitHub trending list.
ð https://github.com/semantica-agi/semantica
ð Graph-Native Infrastructure for Context and Accountable AI Systems
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Semantica is an open-source, graph-native infrastructure for context and accountable AI systems, designed to provide explainable, traceable, and trustworthy decision-making. Key features include context graphs, decision intelligence, ontology management, knowledge modeling, and end-to-end traceability.
Technical highlights of Semantica include polyglot graph storage, support for RDF and LPG, and compliance with W3C standards, making it interoperable with various systems.
Audience for Semantica includes AI/ML platform teams, data platform teams, compliance and risk teams, regulated enterprises, and platform and data engineers who require a self-hosted and customizable solution for decision intelligence and context management.
To get started with Semantica, you can
In a nutshell, Semantica is the missing link between AI decision-making and explainability, making it an essential tool for anyone working with high-stakes, regulated domains: With Semantica, your AI decisions are no longer black boxes, but transparent, auditable, and trustworthy.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/semantica-agi/semantica
ð Graph-Native Infrastructure for Context and Accountable AI Systems
ââââââââââââââââââââââââââââââ
Semantica is an open-source, graph-native infrastructure for context and accountable AI systems, designed to provide explainable, traceable, and trustworthy decision-making. Key features include context graphs, decision intelligence, ontology management, knowledge modeling, and end-to-end traceability.
Technical highlights of Semantica include polyglot graph storage, support for RDF and LPG, and compliance with W3C standards, making it interoperable with various systems.
Audience for Semantica includes AI/ML platform teams, data platform teams, compliance and risk teams, regulated enterprises, and platform and data engineers who require a self-hosted and customizable solution for decision intelligence and context management.
To get started with Semantica, you can
pip install semantica and explore the ContextGraph class, which allows you to record decisions, trace decision chains, and analyze decision impact.In a nutshell, Semantica is the missing link between AI decision-making and explainability, making it an essential tool for anyone working with high-stakes, regulated domains: With Semantica, your AI decisions are no longer black boxes, but transparent, auditable, and trustworthy.
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ð§ Channel: https://t.iss.one/GithubRe
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Github Top Repositories
Photo
⥠666ghj/MiroFish is making waves. Here's the full picture.
ð https://github.com/666ghj/MiroFish
ð A Simple and Universal Swarm Intelligence Engine, Predicting Anything. įŪæīéįĻįįūĪä―æšč―åžæïžéĒæĩäļįĐ
ââââââââââââââââââââââââââââââ
MiroFish is a next-generation AI prediction engine powered by multi-agent technology. It constructs a high-fidelity parallel digital world where thousands of intelligent agents interact and undergo social evolution. You can inject variables dynamically to precisely deduce future trajectories.
Key features include:
- Graph Building: Seed extraction and graph construction
- Environment Setup: Entity relationship extraction and persona generation
- Simulation: Dual-platform parallel simulation
- Report Generation: Detailed prediction reports
To get started, you can deploy MiroFish via source code or Docker. The project is suitable for researchers, developers, and decision-makers interested in multi-agent simulation and LLM applications.
Technical highlights include the use of
The target audience includes those interested in swarm intelligence, prediction engines, and multi-agent simulations.
In a nutshell, MiroFish lets you "rehearse the future in a digital sandbox, and win decisions after countless simulations" - predict anything, simulate everything.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/666ghj/MiroFish
ð A Simple and Universal Swarm Intelligence Engine, Predicting Anything. įŪæīéįĻįįūĪä―æšč―åžæïžéĒæĩäļįĐ
ââââââââââââââââââââââââââââââ
MiroFish is a next-generation AI prediction engine powered by multi-agent technology. It constructs a high-fidelity parallel digital world where thousands of intelligent agents interact and undergo social evolution. You can inject variables dynamically to precisely deduce future trajectories.
Key features include:
- Graph Building: Seed extraction and graph construction
- Environment Setup: Entity relationship extraction and persona generation
- Simulation: Dual-platform parallel simulation
- Report Generation: Detailed prediction reports
To get started, you can deploy MiroFish via source code or Docker. The project is suitable for researchers, developers, and decision-makers interested in multi-agent simulation and LLM applications.
Technical highlights include the use of
Node.js, Python, and uv for deployment. The project is powered by OASIS (Open Agent Social Interaction Simulations).The target audience includes those interested in swarm intelligence, prediction engines, and multi-agent simulations.
In a nutshell, MiroFish lets you "rehearse the future in a digital sandbox, and win decisions after countless simulations" - predict anything, simulate everything.
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
âĪ1
ðĨ chenyme/grok2api is trending â and it deserves your attention.
ð https://github.com/chenyme/grok2api
ð Multi-account API gateway for Grok Build, Grok Web, and Grok Console
ââââââââââââââââââââââââââââââ
Grok2API is a multi-account API gateway for Grok Build, Grok Web, and Grok Console, providing a unified interface for various Grok services. It's built with
The key features of Grok2API include:
* APIs: Responses, Chat Completions, Anthropic Messages, Images, and asynchronous Videos
* Clients: Codex, Claude Code, OpenAI-compatible SDKs, and Anthropic-compatible SDKs
* Accounts: Bulk import/export, quota sync, credential renewal, conversion, tools, and cleanup
* Routing: Model discovery, Provider pinning, sticky sessions, quota/concurrency guards, and bounded failover
To get started, you can clone the repository, generate secrets, and start the service using
Grok2API is designed for technical research and learning purposes only, and users must comply with Grok's official terms of use and local laws. The project is sponsored by several companies, including Krill AI, DEEIX AI, Right Code, FennoAI, and Qiniu Cloud AI.
In summary, Grok2API is a powerful tool for managing multiple Grok accounts and services, providing a unified interface for various Grok APIs. With its robust features and flexible configuration, it's an ideal solution for developers and researchers looking to work with Grok services. So, get started with Grok2API today and unlock the full potential of Grok services!
ââââââââââââââââââââââââââââââ
ð§ Channel: https://t.iss.one/GithubRe
ð https://github.com/chenyme/grok2api
ð Multi-account API gateway for Grok Build, Grok Web, and Grok Console
ââââââââââââââââââââââââââââââ
Grok2API is a multi-account API gateway for Grok Build, Grok Web, and Grok Console, providing a unified interface for various Grok services. It's built with
Go and features a React admin console. The gateway supports multiple providers, including Grok Build, Grok Web, and Grok Console, each with its own authentication, models, and capabilities.The key features of Grok2API include:
* APIs: Responses, Chat Completions, Anthropic Messages, Images, and asynchronous Videos
* Clients: Codex, Claude Code, OpenAI-compatible SDKs, and Anthropic-compatible SDKs
* Accounts: Bulk import/export, quota sync, credential renewal, conversion, tools, and cleanup
* Routing: Model discovery, Provider pinning, sticky sessions, quota/concurrency guards, and bounded failover
To get started, you can clone the repository, generate secrets, and start the service using
docker compose. The gateway can be configured using a config.yaml file, and accounts can be connected and managed through the admin console.Grok2API is designed for technical research and learning purposes only, and users must comply with Grok's official terms of use and local laws. The project is sponsored by several companies, including Krill AI, DEEIX AI, Right Code, FennoAI, and Qiniu Cloud AI.
In summary, Grok2API is a powerful tool for managing multiple Grok accounts and services, providing a unified interface for various Grok APIs. With its robust features and flexible configuration, it's an ideal solution for developers and researchers looking to work with Grok services. So, get started with Grok2API today and unlock the full potential of Grok services!
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ð§ Channel: https://t.iss.one/GithubRe