Thinking out loud
On AI skills, the creator economy, and what happens when expert judgment becomes portable.
A Textbook vs. The Professor — Why the Future of AI Expertise Is Person-Based, Not Framework-Based
A skill is a textbook — one framework, applied well. An agent is the professor — all frameworks, interconnected, with the judgment to route between them. Nobody asks "apply the methodology." They ask "what would the expert think?"
Skills Are the Path. The Agent Is the Destination.
Build your first skill from one book. The pipeline extracts thresholds, decision trees, patterns. Then build a second. At two or more, the platform offers Agent Unification. The agent is the destination — start with one skill.
Person Over Position — Why Licensed Creator Agents Beat Generic Role Agents
Role agents encode generic capabilities anyone can replicate — 61 free role agents exist on GitHub right now. Person agents encode specific expert judgment that took decades to develop. The gap is our entire value proposition.
Turn your expertise into an AI skill
Your methodology. Your judgment. Available to anyone, on demand.
Start with one skill →