From AI Finding to Deterministic Guard

An AI reviewer says a parser accepts a malformed document. The comment is plausible. It is not yet a regression test, and it is not yet a policy. Between a model finding and a reliable guard sits a small but essential engineering process: validate the behavior, identify an owner, reproduce the…