Thinking out loud
On AI skills, the creator economy, and what happens when expert judgment becomes portable.
The Judgment Gap — Why AI Knows Everything and Understands Nothing
AI can access the world's knowledge in milliseconds. But knowledge without judgment is just noise. The next wave of AI value isn't better models — it's better methodology.
The End of Generic AI Advice
Ask base AI to review your cold email and you get generic advice about personalisation. Run it through an expert skill and you get a calibrated score, an offer tier diagnosis, and a rewritten version using pattern-interrupt psychology. Same model. Radically different output.
When Your AI Agent Needs to Call an Expert
The agent knows Shape Up exists as a concept. It can summarise the framework. But it can't apply calibrated thresholds. So the agent does something new: it calls a skill — tested methodology, delivered via API, consumed in seconds.
75% of Knowledge Workers Already Use AI. Most of Them Are Guessing.
The gap between AI adoption and AI effectiveness is where skills live. Most AI use is unsupported — workers figuring it out alone, producing inconsistent results. What if the AI came pre-loaded with proven methodology?
The Consulting Industry's $500/Hour Problem
Consultants were never really selling knowledge — they were selling judgment, relationships, and accountability. The judgment component can now be extracted and delivered at scale. This isn't disruption — it's specialisation.
Turn your expertise into an AI skill
Your methodology. Your judgment. Available to anyone, on demand.
Start with one skill →