Keeps fast agent-built UI consistent by turning review feedback into reusable component rules.
Makes post-AI systems work visible as a living public product instead of a static CV.
Turns rough video ideas and drafts into formatted shooting scenarios through reusable style rules.
A repo-first thesis for agentic product systems: the repo is the source of truth, the agent is the operator, and UI is a preview/control surface
Post-AI leverage moves from owning a narrow skill to encoding, combining, testing, and improving expertise inside working systems
A shallow prompt produces shallow output because selected context is already part of the creative act
AI does not replace empathy, but it changes the work around empathy and makes user understanding less role-gated