⚡ 666ghj/MiroFish is making waves. Here's the full picture.

🔗 https://github.com/666ghj/MiroFish
📝 A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物
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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.

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🧠 Channel: https://t.iss.one/GithubRe

🔥 chenyme/grok2api is trending — and it deserves your attention.

🔗 https://github.com/chenyme/grok2api
📝 Multi-account API gateway for Grok Build, Grok Web, and Grok Console
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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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🧠 Channel: https://t.iss.one/GithubRe

💡 jdx/mise just hit the trending charts — here's why it matters.

🔗 https://github.com/jdx/mise
📝 dev tools, env vars, task runner
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mise is a powerful CLI tool that streamlines your development workflow by managing dev tools, environment variables, and tasks in one place. With mise, you can easily install and switch between different versions of tools like Node.js, Python, and Terraform, and load environment variables per project directory. You can also define and run custom tasks for building, testing, and deploying your projects.

To get started with mise, you can install it using a simple curl command, and then hook it into your shell. From there, you can use mise to execute commands with specific tools, install new tools, manage environment variables, and run tasks.

One of the key technical highlights of mise is its use of a mise.toml file to store project-specific configuration, making it easy to manage and share your project's setup with others.

mise is designed for developers who want to simplify their workflow and reduce the overhead of managing multiple tools and environments. With its intuitive interface and powerful features, mise is a great choice for anyone looking to boost their productivity and focus on what matters most - writing code.

In short, mise is a game-changer for developers - it's like having your own personal dev assistant, automating the tedious tasks so you can focus on coding like a rockstar!

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🧠 Channel: https://t.iss.one/GithubRe

🔥 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 for building, deploying, and running AI agents that automate complete workflows. With AutoGPT, users can describe an outcome in plain English or use a visual builder to shape every step, then run the agent on demand, on a schedule, or from a trigger. The platform offers four surfaces: AutoPilot, Agents, Marketplace, and Build, providing users with a range of options to create and manage their AI agents.

The AutoGPT platform is available in both hosted and self-hosted options. The hosted platform is a paid service that manages infrastructure, model access, credentials, reliability, and updates, while the self-hosted option allows users to provide and operate their own resources.

Technical highlights of the platform include access to hundreds of AI models, connections to 45+ platforms, and support for a wide range of applications, from executive operations to customer support. The platform also offers a range of integrations, including Gmail, Google Calendar, GitHub, and Slack.

The target audience for AutoGPT includes individuals and teams looking to automate workflows and streamline their operations. With its user-friendly interface and flexible deployment options, AutoGPT is an attractive solution for those looking to leverage the power of AI to boost productivity and efficiency.

In short, AutoGPT is a game-changer for automating workflows, and its flexibility, scalability, and ease of use make it an essential tool for anyone looking to get 10 hours back every week!

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🧠 Channel: https://t.iss.one/GithubRe

🎯 google/guava landed on trending. Worth a proper look.

🔗 https://github.com/google/guava
📝 Google core libraries for Java
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The google/guava GitHub repository is a collection of Java libraries used by Google, featuring new collection types, immutable collections, a graph library, and utilities for concurrency, I/O, hashing, and more.

The key features of Guava include multimap and multiset, which are used for handling complex data structures, as well as utilities for working with primitives, strings, and other basic data types.

To use Guava, you can add it to your project using Maven or Gradle. For example, you can add the following dependency to your Maven project:

<dependency>
  <groupId>com.google.guava</groupId>
  <artifactId>guava</artifactId>
  <version>33.6.0-jre</version>
</dependency>

Guava is widely used by many companies and is suitable for a wide range of Java projects, including Android apps. The repository provides detailed documentation, including a users' guide and API documentation, as well as links to snapshot API Javadoc and snapshot API diffs.

Overall, Guava is a powerful tool for any Java developer looking to work with complex data structures and utilities. So, what are you waiting for? Get Guava and supercharge your Java projects today!

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🧠 Channel: https://t.iss.one/GithubRe

⚡ unclebob/swarm-forge is making waves. Here's the full picture.

🔗 https://github.com/unclebob/swarm-forge
📝 A simple tool for coordinating several AI agents.
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SwarmForge is a disciplined tmux-based agent orchestration platform that turns swarms of AI agents into reliable, professional software engineers. Its purpose is to facilitate communication between agents working in different git worktrees, providing a shared structure for role-specific prompts, worktree assignment, tmux sessions, and message passing.

The key features of SwarmForge include config-driven topology, project-local roles, layered constitution, and backend selection per role. It supports per-role backends such as claude, codex, copilot, or grok.

To use SwarmForge, you need to have zsh, git, tmux, Babashka (bb), and at least one configured agent backend. You can get started by choosing a runnable branch and pulling its contents without creating a Git remote.

The target audience for SwarmForge includes software engineers and developers who want to leverage the power of AI agents in their development workflow.

In a nutshell, SwarmForge is a powerful tool for orchestrating AI agents to achieve reliable and professional software engineering results - it's like having a team of expert engineers at your fingertips.

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🧠 Channel: https://t.iss.one/GithubRe

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

🔗 https://github.com/denoland/celld
📝 self-hosted, distributed Durable Objects
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Introducing celld, a self-hosted, distributed daemon that runs Cloudflare Workers and Durable Objects on your own machines. With celld, each object is its own SQLite database, addressed by name and replicated to an S3-compatible bucket you own. This approach allows for automatic sharding, eliminating contention and blast-radius failures.

Key features include:
- celld nodes that embed V8 and execute Wrangler bundles
- Object-storage compare-and-swap for ownership management
- Continuous replication of each cell's SQLite database to the bucket
- Support for esbuild on PATH for Worker code

To get started, install celld using the provided installer:

curl -fsSL https://celld.dev/install.sh | sh

Then, deploy your application and start celld against the same bucket:

celld deploy . --bucket s3://my-cells-bucket
celld --bucket s3://my-cells-bucket --listen 0.0.0.0:8080 --advertise 10.0.0.12:8080

Technical highlights include:
- No control plane or consensus required
- Idle cells hibernate to nearly nothing
- Nodes are replaceable, with the bucket serving as the durable source of truth

celld is designed for developers and operators looking to self-host Cloudflare Workers and Durable Objects. With its unique approach to sharding and replication, celld provides a scalable and fault-tolerant solution for deploying distributed applications.

Takeaway: With celld, you can run Cloudflare Workers and Durable Objects on your own machines, with automatic sharding and replication for a scalable and fault-tolerant solution.

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🧠 Channel: https://t.iss.one/GithubRe

🔍 Deep-diving into K2SOsint/Legendary_OSINT — fresh off the trending list.

🔗 https://github.com/K2SOsint/Legendary_OSINT
📝 A list of OSINT tools & resources for (fraud-)investigators, CTI-analysts, KYC, AML and more.
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Legendary OSINT is a treasure trove of curated OSINT tools and resources, gathered from various sources like newsletters, Telegram groups, and GitHub repos. This repository is a one-stop-shop for all your OSINT needs, with categories ranging from people search and social media to geospatial and mapping OSINT.

Key features include:
- people search and social media tools
- aviation and maritime tracking
- domain and IP investigation tools
- malware analysis and CTI resources
- dark web and leaks databases

To use this repository, simply explore the various categories and find the tools that suit your needs. Keep in mind that most tools are third-party, so be sure to vet and use them responsibly.

From a technical standpoint, this repository is well-organized, with clear documentation and contributing guidelines. It's licensed under CC0 1.0 Universal, making it free to use, modify, and share.

This repository is perfect for security researchers, investigators, and anyone interested in OSINT. So, dive in and start exploring - and don't forget to star the repository and give credit where credit is due!
The legendary OSINT repository is your ultimate goto for all things OSINT - use it wisely!

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🧠 Channel: https://t.iss.one/GithubRe

📌 Spotted on GitHub Trending: pranshuparmar/witr — let's break it down.

🔗 https://github.com/pranshuparmar/witr
📝 Why is this running? Trace any process, port, container, or file back to what started it - CLI + TUI.
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The witr tool helps you understand why a process, port, container, or file is running on your system. It provides a clear chain of causality, showing where a running process came from, how it was started, and what systems are responsible for it. Key features include a simple command-line interface, machine-readable JSON output, and an interactive TUI dashboard.

To install witr, you can use various package managers like Homebrew, Conda, or Winget, or download a pre-built binary from the GitHub repository. For usage, simply run witr followed by the process, port, container, or file you're interested in.

From a technical standpoint, witr is a single static binary that supports multiple platforms, including Linux, macOS, Windows, and FreeBSD. It's designed to be easy to use and provides a lot of flexibility in terms of output formatting and filtering.

The target audience for witr includes system administrators, developers, and anyone who needs to understand what's running on their system and why.

In short, witr is a powerful tool that helps you cut through the complexity of your system and understand what's really going on - and that's a game-changer for anyone who's ever wondered "why is this running?"

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🧠 Channel: https://t.iss.one/GithubRe

🎯 google/skills landed on trending. Worth a proper look.

🔗 https://github.com/google/skills
📝 Agent Skills for Google products and technologies
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The google/skills repository on GitHub is a collection of skills for Google products and technologies, including Google Cloud. This repository is under active development and provides a wide range of skills, from Getting started with Google Cloud to AI/ML and Infrastructure skills. To use these skills, you can install them using npx skills add google/skills and then select the specific skills you want to install. The repository also includes plugins for agent harnesses like Claude Code and Codex. If you need help or encounter issues, you can search for existing issues or open a new one in the GitHub Issue Tracker. The skills are available under the Apache 2.0 license, allowing you to copy, modify, and distribute them freely. One-liner takeaway: Level up your Google Cloud game with the google/skills repository, your one-stop shop for skills and plugins to boost productivity and innovation!

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🧠 Channel: https://t.iss.one/GithubRe

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Every single day, I scan LinkedIn for fresh remote opportunities in:
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Why it slaps:
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🚀 Meet PrimeIntellect-ai/prime-agent: a gem from today's GitHub trending list.

🔗 https://github.com/PrimeIntellect-ai/prime-agent
📝 A self-improving RLM agent for coding workflows and long-running autonomous tasks.
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Introduction to Prime Agent: 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.

Key Features: Prime Agent combines a persistent Python control environment with durable harness state, allowing for useful working context and reusable operating patterns to outlive a single chat window. It features programmatic tools, subagents, and context management through code.

Technical Highlights: Prime Agent includes a persistent IPython environment, daemon-backed agents, and direct agent-to-agent communication. It also supports long-running work with features like heartbeats, schedules, and persistent goals.

Audience: Prime Agent is ideal for researchers, developers, and anyone looking for a powerful tool for long-running work and evaluations.

To get started, simply install the latest stable release using curl -fsSL https://app.primeintellect.ai/prime-agent/install.sh | sh and run prime-agent in your desired directory.

One-liner takeaway: Prime Agent is revolutionizing the way we approach long-running work and research with its cutting-edge Recursive Language Model and Continual Harness, making it an indispensable tool for anyone looking to push the boundaries of what's possible!

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🧠 Channel: https://t.iss.one/GithubRe