Public confidence in artificial intelligence is tempering even as usage grows and policy scrutiny tightens, highlighted by questions over national health data contracts and shifting youth sentiment. At the same time, money is moving upstream to industrial-scale bets, with a high-profile Physical AI venture reportedly targeting $10 billion at a $38 billion valuation, while edge ambitions confront the reality that heavy inference remains in data centers. Practitioners are responding with a maturing craft that emphasizes tone, reliability, and repeatable results over hype.
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