The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Generative AI
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
Install
git clone https://github.com/genieincodebottle/generative-aiInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →
🎯 Learn AI/ML Interactively
AI-ML Companion - every AI, ML, GenAI and Agentic AI concept covered here, taught visually with animated diagrams, quizzes, and hands-on code. The guides below are the full, continuously-updated versions of the reference material in this repo.
400+ modules • 28 tracks • 23 real-world projects • free to start
Blog - Inside a Production Multi-Agent GenAI System
Popular guides: AI History • Cheatsheets • Interview Q&A • Full Roadmap • GenAI Imp Docs • ML Project Interactive Visualization • AI Blogs
Your go-to hub for end-to-end GenAI learning. ⭐ Star this repo to stay updated with the latest GenAI resources :)
📚 Table of Contents
📖 Documentation & Learning Resources
🎯 Getting Started
- AI-ML Companion - Interactive AI/ML learning platform with 28 tracks, 400+ modules, visualizations, quizzes, and hands-on coding (ML fundamentals → LLMs → MLOps)
- GenAI Roadmap - Your complete learning path for GenAI (interactive) · markdown
- AI/ML Roadmap - Comprehensive AI/ML learning · PDF
🧠 Core Concepts
- Vector Embeddings - Understanding vector representations (PDF)
- Prompt Engineering - Crafting effective prompts (notebook)
- AI Patterns - Top 25 AI design patterns (PDF)
- ML Reference Guide - Machine learning reference (PDF)
🏗️ Architecture & Technical Stack
- GenAI Tech Stacks - Technology stack overview
- LLM Providers - Comparison of LLM providers
- Advanced RAG Decision Flow - RAG architecture guide
- GenAI Project Lifecycle - End-to-end project guide
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