大学生颂旺每月从彭世洛坐火车回曼谷。颂旺说：“票价150泰铢，只有大巴价格的1/3。火车速度快，看看风景、聊聊天，就到家了。”邻座几名外国背包客则拿着地图，讨论着清迈的行程——不少游客特意选了火车，希望体验这条新开通的线路。
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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