# AI Engineering From Scratch

> AI engineering curriculum reference.

- Skill: `undermybelt/ai-engineering-from-scratch` (Agent Skill)
- Install (CLI): `npx skillmds@latest add undermybelt/ai-engineering-from-scratch`
- Raw SKILL.md: https://api.skillmd.com/api/skills/undermybelt/ai-engineering-from-scratch/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Research & Search
- License: MIT
- Author: undermybelt (https://skillmd.com/u/undermybelt)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/undermybelt/ai-engineering-from-scratch

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# AI Engineering from Scratch

Use this skill when the user wants from-scratch AI engineering learning paths, lesson references, or implementation patterns for ML, LLMs, agents, MCP, swarms, and production AI systems.

## Source
- Upstream: https://github.com/rohitg00/ai-engineering-from-scratch
- Local source: `~/.hermes/external-repos/ai-engineering-from-scratch`
- Reviewed commit: 86bbb61

## Safe Use
1. Prefer reading lesson docs and code as reference material.
2. Run individual lesson code only when the user asks for execution, and inspect the lesson folder first.
3. Do not run `scripts/install_skills.py`, package installers, or generated capstone install scripts during normal reference use.

## Verification
- Source cloned locally.
- README/AGENTS surfaces reviewed.
- No dependency install, lesson execution, generated installer, or package-manager command performed during intake.