A new study found a simple and powerful way to control particles and form crystals: illuminating them. The research provides a simple and reversible method for forming crystals that can be used to develop a new generation of adaptable materials.

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Аналитики предсказали, что в 2026-м объемы поставок смартфонов в мире сократятся на 12,9 процента в годовом исчислении и составят 1,1 миллиарда единиц. «Мы наблюдаем не временное сокращение, а цунамиобразный шок, зародившийся в цепочке поставок памяти, с волновым эффектом, распространяющимся по всей индустрии потребительской электроники», — описал ситуацию представитель Франсиско Херонимо.

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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.