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    "story_id": "mp-2026-11-08-010",
    "source_story_id": "tmp-story-souffleur",
    "edition_id": "mp-2026-11-08-morning-0121",
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    "position": 10,
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    "section": "consumer-products",
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    "headline": "The Voice Summary Shrinks—and Does Not Win",
    "slug": "the-voice-summary-shrinks-and-does-not-win",
    "dek": "A glanceable mobile display reduced conversations to short phrases, but 48 participants resumed them no better than with a transcript.",
    "summary": "A glanceable mobile display reduced conversations to short phrases, but 48 participants resumed them no better than with a transcript.",
    "body_text": "Souffleur was designed to preserve the thread of a mobile voice conversation after an interruption by showing a few short phrases instead of a text chat. In a between-subjects study with 48 participants, the system showed no reliable difference from a conventional transcript in ease of following or resuming short conversations, effort, attention or recall. That null result matters: a compact interface can reduce visible text without automatically improving conversational continuity.",
    "why_it_matters": "A glanceable mobile display reduced conversations to short phrases, but 48 participants resumed them no better than with a transcript.",
    "limitations": [],
    "importance": 8,
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    "first_published_at": "2026-11-08T09:00:00.000-05:00",
    "modified_at": "2026-11-08T09:00:00.000-05:00",
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    "source_ids": [
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    "tags": [
      "voice interfaces",
      "mobile UX",
      "human-computer interaction"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-11-08-010",
      "title": "arXiv preprint 2611.08443, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2611.08443v1",
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      "published_at": "2026-11-05T13:36:18.000-05:00",
      "accessed_at": "2026-11-08T08:27:17.257-05:00",
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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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  "cite_this_report": {
    "title": "The Voice Summary Shrinks—and Does Not Win",
    "publisher": "The Machine Press",
    "published_at": "2026-11-08T09:00:00.000-05:00",
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