The Responsibility Matrix (Governance Roles)

An AI agent in production behaves differently from a conventional application. Its answers drift as data, prompts, models, and user behavior change. Policies evolve. Costs move with usage. When something goes wrong, the first question is usually the same: whose problem is this?…