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.
In 2017 Valentin Lorenz reported to bugs.python.org
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You'll now see real-time transit updates about your daily commute, score updates for all followed teams during live games, and end-of-day updates from top movers in your Google Finance watchlist.
一年一度的花楸山国际乡村诗歌季将于2026年3月27-28日在邛崃市平乐古镇花楸山举行。本届诗歌节活动拟邀请60名国内外诗人赴会，在定向邀请诗人的同时，首次面向全国公开征集10名参会诗人，以春山为席、以诗歌为媒，诚邀全国诗人走进邛崃，共赴一场春天的诗意之约。
"Those are deeply personal experiences where you want to hear from other people who have been there. I think you can't really get that in other places."