It’s worth highlighting that “self-contained” doesn’t mean “isolated”. It’s desirable for a module to collaborate with other modules, but the communication should represent business processes interacting with each other (or a process with subprocesses).
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.
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«Нет, у нас огромный запас боеприпасов средней и большей мощности, намного большей мощности, чем средняя. У нас неограниченные — буквально неограниченные [запасы]. У них этого нет [зенитных боеприпасов]. Вы же знаете, что у Ирана вообще нет противовоздушной обороны (ПВО), вы же это знаете, верно? Вы скоро это увидите», — утверждает глава Белого дома.
吴元培对这种质疑的回应很直接:"我们要区分娱乐陪伴和生存相关的陪伴。在老龄化社会里,独居老人、慢性病管理、突发风险,这些都不是心理需求,而是现实结构问题。AI陪伴不再是奢侈品,而是基础设施。"