AIproductsystemsengineering evidence
A compiler for turning interface intent into an explicit, reviewable build specification before code is generated.
Starting Point
AI builders move quickly, but vague input often produces inconsistent structure, missing states, and decisions that are difficult to review.
Engineering
The current prototype separates orchestration, response extraction, validation, and provider handling so failures can be traced instead of hidden.
AI & Judgment
AI expands and drafts. The product makes constraints visible and keeps approval with the person building.
What Changed
Outcome not claimed here; implementation evidence and a defensible before/after measure are still being assembled.