When cybersecurity headlines buzzed about AI chaining decades-old PHP behaviors, Mauricio and I experienced the exact same phenomenon auditing my research codebase: a subtle shallow-reference bug. Here is why AI makes the ultimate unblinking auditor, and why finding logic debt doesn't mean your science is...