Engineering discipline for software engineers. Sovereignty systems for solopreneurs and practitioners. Both build the same thing — infrastructure that turns AI from a workaround into a repeatable system you’d stake your reputation on.
Choose Your PathPick the course that matches who you are and what you’re trying to build.
Stop approving architecture you didn’t decide. Diagnose the Fluency Trap, surface the Borrowed Architecture in your codebase, and build the infrastructure your AI agent is missing — persistent context, explicit gates, observable decisions.
See the Pitch →Build a business that learns. Install AI in your real workflows — email, content, client operations — without letting it erode the voice and judgment your clients pay you for. Step 1 of the two-question Solopreneur track.
See the Pitch →What AI does to you, not for you. A diagnostic and design system for professionals using AI daily — keep your judgment sharp while your output speeds up.
Landing page coming soon