AI Coding Agents Need a Foundation, Not a Canvas

Same prompt against a blank Expo repo vs a wired foundation: 47min / \(5.20 / un-mergeable vs 11min / \)0.85 / mergeable. The model didn't get smarter — the repo got more legible. AGENTS.md helps ~4%