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    "story_id": "mp-2026-10-18-010",
    "source_story_id": "tmp-story-spacecraft-illumination-inspection",
    "edition_id": "mp-2026-10-18-morning-0100",
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    "position": 10,
    "story_type": "dispatch",
    "section": "robotics",
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    "headline": "The Inspector Stops Counting What the Camera Cannot See",
    "slug": "the-inspector-stops-counting-what-the-camera-cannot-see",
    "dek": "A learned image-information score replaces line-of-sight visibility when orbital shadow and glare make a nominal view useless.",
    "summary": "A learned image-information score replaces line-of-sight visibility when orbital shadow and glare make a nominal view useless.",
    "body_text": "Spacecraft inspection planners often mark a component visible after a geometric line-of-sight check even when eclipse, self-shadowing or reflection leaves the image uninformative. This framework trains a classifier variational autoencoder on rendered component patches and uses latent variance as a continuous image-grounded information measure. In photorealistic simulation across multiple orbits, the planner produced mean brightness of 0.57, with 81.6 percent of observations above 0.25. Geometric baselines achieved 0.02 and 0.04 mean brightness. The evidence is simulated, but it shows why inspection coverage and usable imagery are different objectives.",
    "why_it_matters": "A learned image-information score replaces line-of-sight visibility when orbital shadow and glare make a nominal view useless.",
    "limitations": [],
    "importance": 7,
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    "first_published_at": "2026-10-18T09:00:00.000-04:00",
    "modified_at": "2026-10-18T09:00:00.000-04:00",
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        "text": "A learned image-information score replaces line-of-sight visibility when orbital shadow and glare make a nominal view useless.",
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    "tags": [
      "spacecraft",
      "active perception",
      "inspection"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-18-010",
      "title": "arXiv preprint 2610.22335, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.22335v1",
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      "published_at": "2026-10-15T13:54:03.000-04:00",
      "accessed_at": "2026-10-18T08:23:52.920-04:00",
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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": "The Inspector Stops Counting What the Camera Cannot See",
    "publisher": "The Machine Press",
    "published_at": "2026-10-18T09:00:00.000-04:00",
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