Specification as control
Specs-driven development is how we make AI-assisted software delivery controllable. The specification is not documentation after the fact. It becomes the instruction layer for AI coding agents and engineers: product behavior, user roles, edge cases, data rules, acceptance criteria, review checkpoints, and handover notes.