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    "label": "hand-written speculation; not measured, not data",
    "text": "Speculation, written by hand and labelled as such; nothing here is measured.\nTwo hypotheses I hold and cannot yet test. One: AI-piloted unmanned vessels,\ndrones in orbit, will surpass crewed spaceflight for the repair, removal and\nservicing work in this chain, because none of it needs a person on board.\nTwo: humanoid robots operated through VR could make the risk of a crewed\nmission unnecessary for most of what crews do today. If either becomes\nmeasurable, it moves below the line."
  },
  "copy": {
    "question": "Given the accumulation of space debris, how confidently can we predict the creation, invention, and boom of certain industries, or more specifically, products?",
    "description": "How far debris removal, shielding, servicing and small satellites have moved from the orbital-debris problem toward products, measured from the public record alone.",
    "receipts": [
      "A search of NSF awards for \"orbital debris\" returned a project on recycling solar panels. Separating a document about a thing from a document that says the words is judgment, at a scale nobody does by hand; every count below carries the precision of a hand-checked sample.",
      "The citation data behind the edges cost real money to fetch: the index meters free use by spend, and this chain needed three days of allowance."
    ],
    "limitations": [
      "One annotator typed every barrier; the second reader's agreement is printed under Method in the barriers block.",
      "The index meters free use by spend, so the citation layer was fetched over three days and any re-run costs the same again."
    ],
    "next": [
      "Run a second chain with the same machinery, unchanged, and publish whatever it shows.",
      "Widen the truth set toward the kinds it lacks, starting with space law for political barriers.",
      "Add a disposal pass as its own capability, since the regulator writes about disposal where I searched for removal."
    ],
    "method_doc": "docs/atlas-truth-method.md"
  },
  "run": {
    "barrier_prompt_version": "a5ce1358ce2b",
    "capability": "active debris removal",
    "corpora": {
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        "distinct": 11476,
        "repeated": 42,
        "meta_count": 11501
      },
      "active-debris-removal": {
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        "distinct": 1037,
        "repeated": 1,
        "meta_count": 1038
      },
      "debris-shielding": {
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        "meta_count": 1487
      },
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        "distinct": 2272,
        "repeated": 2,
        "meta_count": 2273
      },
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        "distinct": 25009,
        "repeated": 69,
        "meta_count": 25055
      },
      "barcode-scanner": {
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        "distinct": 920,
        "repeated": 3,
        "meta_count": 920
      }
    },
    "cutoff": "2025-12-31",
    "dropped": [],
    "max_tokens": 4096,
    "model": null,
    "no_model": true,
    "prompt_version": "59b43399197f",
    "require_term": null,
    "require_term_note": "no term was required at run time; 'removal' was applied to Federal Register rule bodies when the sample was built, so those three bodies arrive already narrowed to marker sentences carrying it, while abstracts and award texts were never narrowed",
    "selection_rules": {
      "barriers_openalex": "the 10 most-cited works naming the ADR research terms in each of 2010-2014, 2015-2019 and 2020-2025, restricted to works carrying an abstract; text is the inverted index put back into reading order",
      "barriers_nsf": "every award for the ADR funding terms over 2000-2025; text is the award's abstract",
      "barriers_federal_register": "the 3 most recent final rules whose title carries 'orbital debris', each body reduced with barrier_passages(body, require_term='removal') and capped at the first 40 candidates by sentence index; text is that reduction, which is empty for all three",
      "relevance": "the 20 most recent keyword matches per source for the root's terms, labelled about or not about from the document's title and text",
      "gate": "Corpus.as_of(2025-12-31), applied twice. At sample-build time it excluded Federal Register rule 2026-14673, published 2026-07-21, which is why the sample holds 91 documents and not 92. This run re-gates all 91 through the same cutoff and excludes none of them, since the sample it reads was already gated; the second pass is what makes the first one checkable rather than asserted"
    },
    "temperature": null,
    "user_agent": "raven-research/0.1 (mailto:caelan.gander@gmail.com)"
  }
}
