从制造业、电商、短视频到 web3，均呈现出规模化出海态势。这一趋势对企业技术架构提出明确要求：“一套架构、全球部署”，以避免对单一云厂商的深度依赖，而开源技术凭借其松耦合特性和跨云兼容性，成为支撑这一战略的理想选择，有效降低了架构迁移与运维的复杂性。
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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.
Фото: Iranian Foreign Media Department / Reuters