On a cold February afternoon in Manchester, queues of concert-goers are braving the elements outside Co-op Live, the UK's largest indoor arena.
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“靠山吃山唱山歌，靠海吃海念海经”。“十四五”时期，全国832个脱贫县均培育形成了2至3个优势突出、带动能力强的主导产业，总产值超过1.7万亿元。
我的建议：这是Google在AI编程领域的大招。虽然还年轻，但Google的投入力度很大，未来值得关注。特别是它的「Agent Manager」概念很有意思——你可以同时让多个AI帮你干活。如果你是Google全家桶用户，强烈建议试试。
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.