Physics AI can now explore thousands of design variations in the time it would take a traditional simulation to chew through a handful of them. Precisely up to 1,000 times faster, according to Siemens. What it cannot do is sign off a safety-critical part. On that, the technology has a firm limit, and Sam Mahalingam, who leads the business building it at Siemens Digital Industries Software, states it without hedging.

“Is this good for safety-critical applications?” he said, on the sidelines of Realize LIVE Asia-Pacific in Bengaluru. “No, it is not.”

That matters because the answer cuts against two years of an industry insisting its AI can do…

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