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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Recent changes to this guideFebruary 2025: The Dreame X60 Max Ultra Complete takes over as the best robot vacuum for pet hair on carpet, replacing the Dreame Aqua10 Ultra Roller. The Roborock Qrevo Curv 2 Flow takes over as the best robot vacuum for pet hair on hardwood, replacing the Roborock Saros 10R.