9 core modules + 3 optional. 58 units total: 43 in the core and 15 in optional tracks.
An AI Generalist is a full-stack problem solver who assembles solutions with AI. The course is agent-agnostic: skills transfer between Claude Code, Codex, Hermes, goose, OpenCode, nanobot, and CheetahClaws — including on a sovereign stack.
Each module follows Kolb’s cycle: Activation → Reflection → Concept → Practice. The core is 00–08; 09–11 are optional.
| Module | Focus | Time |
|---|---|---|
| Kickstart | Orientation in the AI world | 42 min |
| Introduction | Software 3.0 and four shifts | 30 min |
| Setup | Workspace and tools | 45 min |
| Stack Selection | A stack for your constraints | 60 min |
| Prompt Engineering | Writing a specification | 45 min |
| Context & Memory | Agent memory | 35 min |
| Automation Pipeline | Chains of actions | 60 min |
| Tools & Extensions | MCP, Hooks, and Skills | 100 min |
| Agent Engineering | Orchestration and production | 110 min |
| AI Notebook | Learning from your sources | 38 min |
| Model Training | Fine-tuning and evaluation | 42 min |
| Second Brain | File memory, channel, and security | 50 min |
Units: ABC: six words before you start · Your ghost idea · Map of tools · First steps · The Source or the Packaging
Concepts: token, context window, temperature, models, prompt and context, agent; the AI-tools map; the human role in vibe coding; checking a primary source.
Projects: u1-ghost-idea-plan.md, u3-kickstart-roadmap.md.
Units: Your experience with AI · Four shifts · One clone, five types · Your first prompt
Concepts: Software 3.0; delegation, experiment, specification, and attention management; five clone types; Capture → Build → Test → Refine.
Tools: Claude Code as the working example.
Projects: my-experiments/u2-shifts-before-after.md; one clone to a first version and specification, five types as a selection map.
Units: Environment check · Installing the tools · Your first project
Concepts: Node, Git, and the terminal; installing Claude Code; first run; AGENTS.md and @AGENTS.md; the starter project.
Projects: u1-env-check.png, u2-claude-first-run.png, u3-claude-reads-context.md.