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    "headline": "The Agent Saved Clicks, Not Time",
    "slug": "the-agent-saved-clicks-not-time",
    "dek": "A 73-person interface study found lower interaction effort without a significant completion-time gain.",
    "summary": "A 73-person interface study found lower interaction effort without a significant completion-time gain.",
    "body_text": "Participants completed 16 content-management scenarios with a conventional interface, an agent-first design or a hybrid of both. AI assistance cut clicks, navigation and scrolling, but task duration did not differ significantly. Delegation varied more by participant than by operation type, with individual differences accounting for roughly half the variance in assistant use. The experiment does not establish behavior in higher-stakes production systems.",
    "why_it_matters": "A 73-person interface study found lower interaction effort without a significant completion-time gain.",
    "limitations": [
      "AI assistance cut clicks, navigation and scrolling, but task duration did not differ significantly.",
      "The experiment does not establish behavior in higher-stakes production systems."
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        "qualification": "AI assistance cut clicks, navigation and scrolling, but task duration did not differ significantly."
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    "tags": [
      "AI agents",
      "user interfaces",
      "delegation",
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  "sources": [
    {
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      "title": "arXiv preprint 2608.19551",
      "publisher": "arXiv",
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      "published_at": "2026-08-19T20:00:00.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
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    "title": "The Agent Saved Clicks, Not Time",
    "publisher": "The Machine Press",
    "published_at": "2026-08-22T09:00:00.000-04:00",
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