AI Extends the Craft It Finds in the Codebase
AI coding tools multiply output. What they multiply against is the craft already in the codebase. Consistent naming, enforced layer boundaries, a data access pattern that reads the same across 700+ stored procedures — agents completing into craft produce craft. Agents completing into noise produce more noise.