Building mindra: AI that morphs your UI to how well you know it

Hey PH 👋 I'm building mindra and want to pressure-test the core idea with this community before I launch it here in a few weeks.

The premise: every app ships one interface for everyone. A day-one beginner and a five-year power user get the exact same UI — the same "click to export" tooltip, the same "Are you sure?" on the 400th delete, the same onboarding you finished years ago. We personalise by role, plan, and locale, but never by how a specific person actually understands a specific button.

mindra is a runtime that fixes that. It models each user's familiarity, confidence, and friction per element, then adapts what they see in real time — tooltips retire into shortcuts once mastered, confirmations relax into instant + undo for pros, guidance fades on its own. One hook to integrate; built for product teams shipping to real users at scale.

Where the AI comes in: the base layer is deterministic (transparent, debuggable familiarity scoring you can trust). On top of that, an AI adaptation engine turns behavioural context into UX decisions — and this is the part I'm most excited about. The near-term is copy, complexity, and guidance adapting per user. Where it's heading is layout that morphs: the whole screen restructuring for who's using it — a novice sees a guided, spacious, few-choices view; an expert sees a dense, shortcut-driven, everything-exposed cockpit — same code, same components, AI composing the arrangement in real time. Interfaces that literally reshape themselves as you master them.

Two things I'd genuinely love your take on:

• Does this resonate? What's the one product that's never let you "graduate" out of beginner mode?

• Where's the line? AI that restructures your layout could feel magical or disorienting. When would a morphing interface cross from helpful into annoying — and how much control should the user keep?

I'll be around all thread answering everything. mindra hits Product Hunt soon — this is me building it in the open.