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Organizations report uneven enterprise AI adoption, emphasizing the need for AI fluency, workflow re-engineering, and controlled deployment of agentic systems

Other Provisional 28% confidence first seen

Two articles describe organizations struggling to convert AI hype into effective enterprise adoption. They cite findings that workers can complete tasks faster with AI but may see performance decline when they lack understanding of appropriate tool use, and they argue many “agentic” applications may not require agent-based architectures, prompting more cautious, readiness-focused deployments.

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