Notes

A way of thinking about how much agency we hand to AI systems, from recommendations up to autonomous execution with oversight.

What if AI could learn your methodology once, then apply it automatically? Claude Skills as a shift from code as reusable unit to expertise as reusable unit.

How I explain AI systems that can actually take action and make decisions — not just analyze data or generate content.

Why the real game-changer isn't smarter AI — it's AI that can actually do things.

Speculation on what AI with agency unlocks, and what I think is coming.