The pipeline has two stages:
Zuckerberg's testimony was played one day after jurors heard recorded testimony from Instagram chief Adam Mosseri. The exec was also asked about Haugen's disclosures and Meta's response to them. Some of those disclosures were based on "problematic research," he said. "Most research is surveys. We run hundreds of surveys every month."
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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.