the free offering
Learn to work with AI to build real tools — safely, clearly, and without writing code from memory. This teaches agency, not syntax. By the end you won't be someone who uses AI. You'll be a Human-AI Engineer.
who it's for
If you've tried building with AI and hit a wall — code that looks right but breaks, tools that fall apart the moment they meet reality — this is the discipline that gets you past it.
the method
You'll run two AI roles, kept deliberately apart so neither pollutes the other:
And one promise that changes everything: no reference code. You build every tool through your own prompts and iteration — so the capability is yours, not borrowed.
the arc — ten modules
Navigate a terminal and run Python from zero. The ground floor.
Safe file operations — with dry-run before anything touches disk.
Sanitize text, fix encoding, redact PII. Clean input, clean output.
Validate structured data with row-level resilience and schemas.
Local retrieval (RAG) with a vector database for semantic search.
Automate with verification baked into every step.
Disposable containers as safety sandboxes for risky scripts.
External APIs with timeouts and preflight checks — using local Ollama.
A multi-layer security architecture: Control → Sandbox → Interpreter.
Everything combined into your own agent — with a Tool Blueprint Generator and Prompt Generator. Unlocks once you've earned it.
before you begin
Everything is designed to run on local compute, at zero cost.
The full course, all ten modules, plus the iteration guide, prompt playbook, and getting-unstuck framework.
Download / Access → Get the Reader first↑ PILOT: wire this to the real distribution link (GitHub / VVOS / download).