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This work introduces the SAST-IR (Stateful Attacker, Stateless Target - Iterative Refinement) framework, and introduces the CP-Agent (Cognitive Persuasion Agent), an enhanced diagnosis-guided agent to rigorously evaluate the ``cold-start''defense capabilities of SOTA models.