ai-workflows

AI Efficiency Metric: Why It’s the Wrong Measure

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AI efficiency metric is a tempting way to judge whether AI tools are working—because it’s easy to measure. But it’s also the wrong measure. This article draws on recurring practitioner experiences observed across knowledge workers adopting AI and automation tools: increased review overhead, responsibility ambiguity, and decision fatigue despite faster task execution. Insights are synthesized … Read more

Why Work Feels Harder to Finish — Even as AI Gets Better

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Work moves faster now.That part is hard to argue with. Drafts show up almost immediately. Suggestions arrive before you’ve fully framed the question. Tasks advance with less visible effort than they used to. And yet, a strange pattern keeps coming up in conversations with people who use these tools every day. They don’t say work … Read more