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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Apple has the launch date set for March 11 and Best Buy is offering both pickup at your local brick-and-mortar store or shipping. Keep in mind the shipping option says it'll arrive by release date. The updated MacBook Air comes in a 13 and 15-inch version with prices starting at $1,099 and $1,299, respectively. All models come with 16GB RAM and storage options range from 512GB to 4TB. Colorway options include sky blue, midnight, starlight, and silver.
The February report, a collaboration from Swedish newspapers Svenska Dagbladet, Göteborgs-Posten, and Kenya-based freelance journalist Naipanoi Lepapa, is, per a machine translation, based on interviews with over 30 employees at various levels of Sama, including several people who work with video, image, and speech annotation for Meta’s AI systems. Some of the people interviewed have worked on projects other than Meta’s smart glasses. The report’s authors said they did not gain access to the materials that Sama workers handle or the area where workers perform data annotation. The report is also based on interviews with former US Meta employees who have reportedly witnessed live data annotation for several Meta projects.