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AI Engineering Hub — Agentic AI & AI Programming Tutorials

A free, open, research-backed curriculum for people who want to actually build with AI agents — not just chat with them. Every tutorial has runnable code, copy-paste setup, and honest tradeoffs.

Why this exists: the agentic-AI space is loud and full of hype. This repo is the opposite — practical, tested, and grounded in what the ecosystem actually uses (Ollama, LangChain/LangGraph, AutoGen, MCP, LlamaIndex). Stars on those projects are the demand signal; the tutorials follow it.

What you'll learn

# Tutorial Teaches Demand signal
00 Start Here How to use this repo + pick your path
01 Run AI Locally with Ollama Private, free inference on your machine Ollama · 176k★
02 Build Your First Agent (from scratch) ReAct loop, tools, no frameworks Foundations
03 Production Agents with LangGraph Stateful graphs, memory, human-in-loop LangChain 141k★ · LangGraph 37k★
04 Multi-Agent Systems with AutoGen Agent teams that solve tasks together AutoGen 60k★
05 MCP: Build a Tool Server The new standard for agent tool-use MCP 88k★
06 RAG with LlamaIndex Give agents knowledge from your docs LlamaIndex 51k★
07 Prompt Engineering That Works The skill under everything
08 Ship Agents to Production Eval, guardrails, cost, observability
09 Agent Skills Reusable capability packages Anthropic skills 160k★

How to use it

Start at 00-start-here.md. If you've never run a model, do 01 → 02. If you want production patterns, jump to 03/04/05. Every folder is self-contained.

Philosophy

  • Run it, don't just read it. Every code block is tested.
  • Show the tradeoffs. Frameworks are not always the answer (02 builds one with zero deps).
  • Local-first. Privacy and cost matter; 01 gets you free local inference.

Contributing

See CONTRIBUTING.md. Corrections and new tutorials welcome — especially ones with runnable code.

License

MIT. Use it, fork it, teach with it.

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Free, research-backed tutorials for building with AI agents. Ollama, LangGraph, AutoGen, MCP, RAG, prompts. Runnable code, local-first.

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