February 24, 2026
The problem with AI isn't intelligence. It's orientation.
Every team I talk to has the same complaint: the outputs are generic. The AI sounds confident but misses what matters. Heavy editing required. Back to square one.
Every team I talk to has the same complaint: the outputs are generic. The AI sounds confident but misses what matters. Heavy editing required. Back to square one.
These are not the same artifact and treating them as equivalent is one of the most expensive mistakes in AI-augmented work.
The distinction matters more than it sounds.
The problem isn’t how much context you give AI — it’s how findable that context is. Better outputs come from better information architecture, not longer prompts.
A codebase-first pipeline that turns visual intent into deterministic build rules using two shallow indexes: a design JSON for intent and a component index for composition.