26 lines
1.4 KiB
JSON
26 lines
1.4 KiB
JSON
{
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"title": "The Loop Eats Its Own Input",
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"author": "Chadwick Warner",
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"rev": "03",
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"homepage": "https://chadwick-warner.4ort.net/",
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"film": "https://4ort.mov/@chadwick_warner",
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"tags": ["model collapse", "feedback loop", "tolerance", "machine shop", "render farm", "predictive policing"],
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"grounding": [
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{"concept": "model collapse", "wikidata": "https://www.wikidata.org/wiki/Q123403903", "definition": "degradation whereby a generative model's own output re-enters training and the distribution narrows"}
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],
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"worked_example": {
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"print_od": "0.8000 +0 / -0.0008",
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"first_article": "0.8001",
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"drift": "uniform -0.00005 per part",
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"failed_at_part": 10,
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"final_od": "0.7994",
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"status": "scrapped run",
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"note": "failure invisible because verification referenced the last pass, not the bare metal"
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},
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"thesis": "A closed feedback loop cannot audit itself; it reports its own prior belief. The remedy is an independent outside reference that the loop cannot overwrite.",
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"across_shops": [
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{"shop": "machine", "reenters": "last measurement", "drift": "bearing wear toward scrapped run"},
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{"shop": "render farm", "reenters": "own frames as reference normals", "drift": "about half a stop per generation"},
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{"shop": "patrol map", "reenters": "self-produced arrests", "drift": "hot spot thickens around where you already looked"}
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]
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} |