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Curriculum

AI learning paths

Sequences organized around professional outcomes. Follow a complete path or use each course independently.

Path 01 · 4–6 weeks

Programming with AI agents

Learn Codex and Claude Code, then connect projects to local models.

For
Developers, makers, and product teams
Outcome
Ship tested software changes through a controlled agent workflow.
  1. 1Codex for programmers9 lessons · Beginner to advanced
  2. 2Claude Code, from zero to pro24 lessons · Beginner to advanced
  3. 3Claude Code + Local AI34 lessons · Intermediate
Path 02 · 8–12 weeks

AI systems engineering

Build RAG, agents, and model services with security, observability, and evaluation.

For
Backend developers, ML engineers, and DevOps practitioners
Outcome
Operate a measurable, secure AI application that recovers from failures.
  1. 1Advanced and secure RAG14 lessons · Intermediate
  2. 2Agents and automation19 lessons · Intermediate to advanced
  3. 3Production agents with LangGraph and n8n9 lessons · Intermediate to advanced
  4. 4AI security and evaluation7 lessons · Intermediate
  5. 5Local MLOps and model deployment10 lessons · Intermediate to advanced
Path 03 · 5–8 weeks

Open models and post-training

Move from running local models to serving, evaluating, and adapting them with your data.

For
Technical learners with Python and GPU access
Outcome
Publish an evaluated adapted model behind a controlled API.
  1. 1Claude Code + Local AI34 lessons · Intermediate
  2. 2Local MLOps and model deployment10 lessons · Intermediate to advanced
  3. 3Fine-tuning and post-training for LLMs8 lessons · Intermediate to advanced
  4. 4AI security and evaluation7 lessons · Intermediate
Path 04 · 3–5 weeks

Applied AI for work and content

Automate real work and create media without losing privacy, licensing, or human review.

For
Small businesses, educators, freelancers, and creators
Outcome
Build a useful workflow with evidence, permissions, and human approval.
  1. 1AI for small businesses and freelancers8 lessons · Beginner to intermediate
  2. 2Self-hosted AI automation for small businesses10 lessons · Intermediate
  3. 3Generative AI: image, voice and video7 lessons · Beginner to intermediate
  4. 4Games, 3D and simulations with AI6 lessons · Beginner to intermediate

Durations are estimates. Move forward when you can explain the result and repeat the practice without copying every step.