White-collar teams report an 80% non-adoption rate for mandated AI, exposing a credibility gap that stalls productivity gains unless tools integrate at the workflow level. At the same time, capability leaps in visual and embodied AI arrive alongside a $21 billion compute commitment and a first conviction under a new US AI statute, signaling that investment and enforcement are outpacing in-office adoption. This tension will shape buying decisions, valuation narratives, and the standards for provenance and quality across the stack.
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