The problem with "this AI writes secure code"

Every AI coding tool now claims some flavor of security-awareness. Almost none of them will tell you, in a number, how resilient the code it just wrote actually is — and fewer still will let you verify that number yourself after the fact.

That's the gap I built the Adversarial Resilience Score (ARS) to close. It's the core metric behind GAUNTLEX, and I want to walk through exactly how it's computed — not the marketing version, the actual formula — because a security metric nobody can audit isn't a metric, it's a claim.

The formula

ARS = Σ(attack_scores) / N