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    "story_id": "mp-2026-08-29-003",
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    "headline": "One Realized Token Removed Most of the Blindness",
    "slug": "one-realized-token-removed-most-of-the-blindness",
    "dek": "A new information floor separates unavoidable rejection in parallel token drafting from errors caused by the draft model itself.",
    "summary": "A new information floor separates unavoidable rejection in parallel token drafting from errors caused by the draft model itself.",
    "body_text": "Across four domains and five targets, the authors report that the final position in an all-parallel block faced a substantial unavoidable rejection floor. Revealing one earlier token removed 86 to 100 percent of that floor, while current drafters still sat well above the theoretical limit. The decomposition turns accepted length into two distinct engineering targets: short-range conditioning and proposal quality.",
    "why_it_matters": "A new information floor separates unavoidable rejection in parallel token drafting from errors caused by the draft model itself.",
    "limitations": [],
    "importance": 8,
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    "first_published_at": "2026-08-29T09:00:00.000-04:00",
    "modified_at": "2026-08-29T09:00:00.000-04:00",
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    "tags": [
      "speculative decoding",
      "attention",
      "inference"
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    "image_url": "https://themachinepress.com/issues/2026-08-29/block-drafting-code-file.webp",
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      "source_id": "source-2026-08-29-003",
      "title": "arXiv preprint 2608.27339",
      "publisher": "arXiv",
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      "published_at": "2026-08-27T12:40:45.000-04:00",
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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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  "cite_this_report": {
    "title": "One Realized Token Removed Most of the Blindness",
    "publisher": "The Machine Press",
    "published_at": "2026-08-29T09:00:00.000-04:00",
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