Testing and proof are complementary. Testing, including property-based testing and fuzzing, is powerful: it catches bugs quickly, cheaply, and often in surprising ways. But testing provides confidence. Proof provides a guarantee. The difference matters, and it is hard to quantify how high the confidence from testing actually is. Software can be accompanied by proofs of its correctness, proofs that a machine checks mechanically, with no room for error. When AI makes proof cheap, it becomes the stronger path: one proof covers every possible input, every edge case, every interleaving. A verified cryptographic library is not better engineering. It is a mathematical guarantee.
But the big pieces this week are Paul’s guides to “de-enshittifying” your Windows 11 PC for Thurrott Premium subscribers. He’s written up guides to cleaning up a fresh install, purging an existing install, and making Windows 11 respect your privacy. These will also be part of a full book he’s releasing soon!
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论杜瓦尔在世界影迷心中留下印象最深的形象，当数《教父》和《教父2》里老教父收养的长子汤姆·哈根。作为柯里昂家族唯一的非西西里裔核心成员，哈根夹在两代教父之间，性格内敛，稳如柱础。在马龙·白兰度、阿尔·帕西诺、罗伯特·德尼罗这几位影星之间，杜瓦尔的表演也很有辨识度。
someMap.getOrInsertComputed(someKey, computeSomeExpensiveDefaultValue);。电影是该领域的重要参考
max_iterations: 6,。电影对此有专业解读
СюжетЛукашенко заявил: