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2025年,全球ESG发展继续在分化中重构。从原则性倡导转变为应对系统性风险的工具。为了揭示企业年度ESG风险特点,2月27日,南方周末中国企业社会责任研究中心在线上召开了《中国上市公司ESG管理风险年鉴2025》发布会。会议由南方周末研究院副秘书长何京岚主持。

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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.