On dynamic interfaces

Exploring a way to make AI-first software, in three layers.

Constitutional Principles are the guardrails: safety, transparency, user agency, privacy.

Contextual Heuristics handle the messy middle—adjusting to risk, who the user is, and how easy it is to undo.

Aesthetic Grammar is the look and feel that makes the magic legible: provenance chips, clean diffs, motion that shows cause and effect, and layouts that stay calm.

Bottom line: keep people in control, keep systems accountable, and let dynamic interfaces stay creative without turning the UI into chaos.