Research – A Waste of TimeOnline searches for AIGC detection are now almost entirely polluted by ads for essay “AI rewriting” services. Months ago, I dug through this pile of garbage and found something called text perplexity.
ChatGPT caricature trend: What to do if OpenAI clearly knows too much。关于这个话题，体育直播提供了深入分析
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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.，这一点在搜狗输入法2026中也有详细论述
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