A qualification layer for AI agents builds a custom threat model for a specific agent, generates on-the-fly attacks derived from that threat model and specifically tuned to that particular agent, runs them against the agent in its deployed architecture, and reads the result back against thresholds the organization declared in advance, ending in a decision. Qualified or disqualified.