Models are commoditizing and deployment isn’t the floor. The defensible layer is a governed, canonical substrate — what “correct” means, and one you own.
Software artifacts are more than sunk costs. A Canonical Knowledge Engine (CKE) turns delivery exhaust into strategic fuel for AI-augmented teams.