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When Physics Remembers What Data Forgets

Data is expensive. Worse, in real scientific and industrial systems, the most useful data is often the data you do not have yet: the failure condition, the rare regime shift, the long-horizon trajectory, the sensor reading after something starts behaving strangely. This is why “just train a larger model” is not always an operating strategy. Sometimes it is only a procurement strategy wearing a lab coat. ...

December 27, 2025 · 12 min · Zelina