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πŸ’­
hacking the multiverse.
πŸ’­
hacking the multiverse.

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ruvnet/README.md

Alt Hi. I'm @rUv

Hi. I'm @rUv

Why I started this GitHub Repository.

In the fast-paced world of artificial intelligence, I'm constantly finding new ways to harness the power of technology. One of the most captivating aspects of AI models like GPT-4 is their ability to "hallucinate" – generating completely new ideas and concepts that go beyond mere data processing. This capability underscores AI's potential to create, not just analyze.

The real magic happens when I blend human creativity with machine intelligence. By carefully crafting the input I give to the AI, I can guide it to produce insights that are both valuable and actionable. The GPT model then takes these insights, organizes them into coherent structures, and presents them in a way that I can develop and act upon.

Exploring the gray area between reality and AI-generated illusions opens up a world of innovation. It's in this space that I can discover groundbreaking concepts and projects that challenge our understanding of what's possible. These AI-driven innovations have the potential to transform industries ranging from healthcare and biotechnology to space exploration and clean energy.

When I collaborate with AI in this unique space, I often stumble upon unexpected discoveries that push the boundaries of my imagination. As I continue to explore AI-generated hallucinations, I must stay open to the unexpected and ready to embrace the unconventional. This mindset fosters creativity and paves the way for transformative advancements in an AI-driven world.

The potential of AI-generated hallucinations is vast and largely unexplored. By embracing this frontier and encouraging collaboration between human creativity and machine intelligence, I can unlock endless possibilities, shape the future of innovation, and redefine the boundaries of what we once thought possible.

My projects represent this space, a space of infinite possibilities only one step removed from reality.

The rUv Enterprise AI Guide

AI Frameworks and Libraries

Projects focused on building AI frameworks, libraries, and tools to enhance AI capabilities.

Project/Description GitHub
πŸ“ SPARC - Comprehensive methodology for robust and scalable application development: Specification, Pseudocode, Architecture, Refinement Link
πŸ€– Agentic Search - Agentic GitHub Copilot Extension Link
πŸ› οΈ Agile Agents (A2) - Open-source framework for serverless intelligent agents with multi-cloud support Link
🧠 AgenticsJS - Intelligent search library with real-time results, visualization, and plugins Link
🧠 Pygentic - Enhances the capabilities of AI assistants by providing a flexible and standardized API Link
πŸ›‘οΈ GuardRail Data Analysis System - API-driven framework designed to enhance AI systems and analysis workflows Link
πŸͺ° Agentic Employment Framework - Manage an adaptive network of autonomous agents Link

Chatbots and Conversational AI

Projects enhancing communication through AI-driven chatbots and voice interactions.

Project/Description GitHub
πŸ—¨οΈ Agentic Voice - Advanced AI-powered chat app for real-time communication Link
πŸ“ž Voicebot - AI-driven mock interviews and voice interactions via phone calls, using Flask Link
πŸ€– Bot Generator Bot - The ultimate bot generator bot prompt. Create powerful ChatGPT bots for anything you can imagine Link
πŸ“ PromptLang() - A prompt-based programming language for prompts and AI interactions Link
πŸ”§ Prompt Engine - A powerful and flexible template designed to facilitate the creation and customization of interactive prompts Link

Agentic Systems and Automation

Projects focused on automation and intelligent agent systems.

Project/Description GitHub
βš™οΈ AgentXNG - CLI tool powered by Anthropic's Claude-3.5-Sonnet for development tasks Link
πŸ›°οΈ Agentic Preview - Asynchronous FastAPI backend service for deploying preview environments using Fly.io Link
✨ q-star - Reinforcement learning-based framework for intelligent agents using Microsoft AutoGen Link
βš™οΈ rUv MoE Toolkit - Powering software with self-learning & auto-enhancement Link
πŸ€– Agent Algorithm Repository - Comprehensive repository for algorithms designed for intelligent agents Link
πŸ€– Agentic-algorithms - Advanced algorithms implemented using Python and Pydantic for intelligent agents Link

Data Analysis and Reporting

Projects leveraging AI for data manipulation, analysis, and reporting.

Project/Description GitHub
πŸ“‘ Agentic Reports - Python library for generating research reports using AI models Link
πŸ’Ύ GPT Repository - Catalog of tailored GPT models for various applications Link
πŸ’° LLM Total Cost of Ownership (TCO) Calculator - Tool to estimate the total cost of ownership for various LLMs Link
πŸ§ͺ Mixture of Experts (MoE) Model Implementation - PyTorch implementation combining transformer layers with an MoE layer of 8 experts Link
πŸ“„ File Summarization API - FastAPI application for uploading files and generating summaries using LlamaIndex Link

Developer Tools and Utilities

Tools to streamline coding, deployment, and project management.

Project/Description GitHub
πŸ“¦ pipackager - Tool to manage your PyPI package Link
πŸ› οΈ rUv-dev - AI-powered development using the rUv approach Link
πŸš€ AWS Dev - AWS development environment Link

UI/UX and Visualization

Projects enhancing user interfaces and experiences through AI.

Project/Description GitHub
πŸš€ Infinity UI: A Sci-Fi Odyssey - Sci-fi inspired interactive user interface Link
🎨 retro-ai-ui - Prompt building web application with a retro-style Unix web-based command line interface Link
πŸ¦™ Llamastack - UI for Meta LLama Stack Apps / Agents Link
πŸ—‚οΈ supa-ruv - Everything you need to use Supabase + AI Link

Predictive Analytics and Modeling

Projects applying AI to forecasting and decision-making.

Project/Description GitHub
πŸ—³οΈ Electo1 JS - Predict elections at an individual level in real-time Link
πŸ“ Strawberry Phi - Fine-tuning app for OpenAI's GPT models Link
🧠 Cognitive Framework for Logic, Reasoning, and Comprehension - Framework optimizing logic and reasoning when using ChatGPT Link
πŸ€– Sentient Systems: Declarative Cognitive Architecture - Bridging technology with human cognition and consciousness Link
πŸ“Š Config for a TikTok-like Recommender on Azure - Services needed to implement a TikTok-like recommender system using Azure Link

Quantum Computing

Explorations into quantum computing applications and intelligent agents.

Project/Description GitHub
πŸ”­ q-space - Deployment wizard for quantum computing applications using Azure Quantum and Functions Link
✨ q-star - Framework for intelligent agents using Q-learning for decision-making Link
✨ Q-Star Agent Code - Reinforcement learning framework for intelligent agents using Microsoft AutoGen Link

Tutorials and Educational Resources

Educational materials to help others learn about AI and programming.

Project/Description GitHub
πŸ“˜ The rUv Enterprise AI Guide - Detailed enterprise guide to AI implementation Link
πŸŽ“ Multi-Agent Conversational System - System navigating complex task trees in a financial system using specialized agents Link
πŸ“– Introduction to Programming with Prompts - How prompt programming transforms developer-computer interaction Link
πŸ“± Embedding MindStudio AI Applications with UUID - Notebook on embedding MindStudio AI apps with auto login functionality Link
πŸ“ Reuven Cohen (rUv) Resume in Hypergraph Format - Resume formatted in Hypergraph Prompt format showcasing skills and experiences Link
πŸ“„ Strategic AI Integration Guide for CIOs - Guide covering strategic AI implementation from assessment to post-deployment Link

Research and Conceptual Works

Explorations into advanced AI concepts and frameworks.

Project/Description GitHub
🌐 Hypergraph Prompting Architecture - Methodical approach for structuring complex relationships and concepts Link
πŸ“ Metaprompt Enhancements - Enhancements for output and prompt generation to improve AI responses Link
🧠 Advanced Consciousness and Memory Management - Integration of advanced consciousness and memory in AI systems Link
🐝 HiveMindLang (HML) Specification - Framework for AI agents within a hive mind architecture Link
πŸ“„ CARE: Framework for Evaluating AI Prompt Responses - CARE model focusing on Completeness, Accuracy, Relevance, and Efficiency Link

Cloud and Deployment Tools

Tools for cloud development and efficient deployment.

Project/Description GitHub
πŸ›°οΈ Agentic Preview - Backend service for deploying preview environments using Fly.io Link
πŸ—‚οΈ supa-ruv - Resources for using Supabase with AI projects Link
πŸš€ AWS Dev - AWS development environment setup Link

Media and Content Analysis

Projects involving media capture and AI-based content analysis.

Project/Description GitHub
πŸ“Ή ai-video - Captures media streams and uses AI to analyze and summarize frames Link
πŸ”₯ Fireflies Webhook - Webhook endpoint for Fireflies transcripts with intent detection Link
πŸ“„ File Summarization API - API for uploading files and generating summaries using LlamaIndex Link

Storytelling and Creative Tools

Empowering creators with AI tools for storytelling.

Project/Description GitHub
πŸ“š Story Development Toolkit - Python libraries designed to help generate engaging and coherent stories Link

Swarm Computing and Distributed Systems

Exploring swarm intelligence and distributed algorithms.

Project/Description GitHub
🐝 Basic SWARM Algorithm - Swarm computing algorithm performing basic functions Link
πŸ“Ή AWS ECS Video Processor - Framework for deploying a video processing service on AWS ECS Link

Other Notable Projects

Miscellaneous projects that don't fit into other categories.

Project/Description GitHub
πŸ“œ ai-gist - FastAPI application to create and update GitHub gists using the GitHub API Link
πŸ† AIHL - The AI Hacker League: A non-profit for innovation, collaboration, and ethical AI practices Link

ChatGPT Plug-ins:

  • Building a ChatGPT Plugin: AI Web Surfer
    ChatGPT plugins are a powerful way to extend the capabilities of the ChatGPT.This how to build a ChatGPT plugin called "AI Surfer" that allows ChatGPT to surf the internet, summarize articles, and limit token counts using concurrent API connections. We'll also discuss how to deploy the plugin to Replit for free or to other cloud services. https://github.com/ruvnet/Surfer

  • ChatGPT OpenAi API Plugin:
    A powerful ChatGPT plugin that integrates with the OpenAI API, enabling creative text generation, conversational AI, model fine-tuning, and more. Enhance ChatGPT's capabilities with seamless access to OpenAI's language models. https://github.com/ruvnet/chatgpt-openai-api-plugin

  • ChatGPT Hugging Face Plugin:
    The Hugging Face API plugin for ChatGPT is a powerful integration that allows ChatGPT to interact with the Hugging Face platform, a leading provider of natural language processing (NLP) models, datasets, and tools. https://github.com/ruvnet/Surfer/tree/chatgpt-huggingface-plugin

Pinned Loading

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    AI-TOML Workflow Specification (aiTWS), a comprehensive and flexible specification for defining arbitrary Ai centric workflows.

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    PARIS (Perpetual Adaptive Regenerative Intelligence System) is a conceptual model for building and managing effective AI and Language Model (LLM) systems that emphasizes the importance of perpetual…

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    The ultimate bot generator bot prompt. Use this prompt to create powerful ChatGPT bots for anything you can imagine.

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