Mythos had a 30% false positive rate — meaning nearly 1 in 3 vulnerabilities it found didn't exist. For offense that's fine; for defense it's catastrophic. The real challenge of deploying AI in enterprise isn't getting the newest model, it's driving false positives from 20% down to 0.01%.