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The threat extends beyond accidental errors. When AI writes the software, the attack surface shifts: an adversary who can poison training data or compromise the model’s API can inject subtle vulnerabilities into every system that AI touches. These are not hypothetical risks. Supply chain attacks are already among the most damaging in cybersecurity, and AI-generated code creates a new supply chain at a scale that did not previously exist. Traditional code review cannot reliably detect deliberately subtle vulnerabilities, and a determined adversary can study the test suite and plant bugs specifically designed to evade it. A formal specification is the defense: it defines what “correct” means independently of the AI that produced the code. When something breaks, you know exactly which assumption failed, and so does the auditor.
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We reported this to Google through their Vulnerability Disclosure Program on November 21, 2025.，更多细节参见91视频
（一）承运人，是指本人或者委托他人以本人名义与托运人订立海上货物运输合同的人。
下一步，人民法院将依法规范适用认罪认罚从宽制度，会同最高人民检察院、公安部、司法部等部门出台规范性文件，发布典型案例，加强对被告人认罪认罚自愿性、真实性、合法性的审查，依法保障被告人及其辩护人的诉讼权利，完善认罪认罚轻微刑事案件办理机制，推动制度依法规范适用，促进公平正义更好更快实现。