Signals from practitioners point to a pivot from leaderboard theatrics to durable systems that persist state, conserve power, and behave predictably. A new Linux 7.1 capability for Ryzen AI NPUs and community efforts to harden autoresearch pipelines underscore where near-term ROI is accruing, while enterprises flag unpredictable model refusals as a deployment risk.
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#edge computing
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#enterprise risk
