Introduces a framework that improves AI code specification security by identifying loopholes, enhancing system robustness.
This paper introduces the Contract Adversarial Protocol (CAP), a three-role adversarial framework (Challenger/Attacker/Arbiter) that systematically discovers and closes specification loopholes before AI code generation begins. Includes five advanced attack dimensions: code-level probing, domain-specific black swan injection, multimodal adversarial, collusion detection, and attention budget 2.0. English preprint.
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Yi Fu (2026) studied this question.
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