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    "headline": "The Animation Model Learns From Its Own Render",
    "slug": "the-animation-model-learns-from-its-own-render",
    "dek": "A four-billion-parameter writer-reviewer-reviser raises Manim render success with preserved correction traces.",
    "summary": "A four-billion-parameter writer-reviewer-reviser raises Manim render success with preserved correction traces.",
    "body_text": "ManimData contains 24,034 quality-filtered records with programs, errors, critiques and revisions. ManimCode reached 96.6 and 97.0 percent render success on two tests and completed far more videos inside two long-form generation systems than the untrained model.",
    "why_it_matters": "A four-billion-parameter writer-reviewer-reviser raises Manim render success with preserved correction traces.",
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    "tags": [
      "educational animation",
      "code generation"
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    "image_url": null,
    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-11-08-021",
      "title": "arXiv preprint 2611.08294, original v1",
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  "publisher": {
    "name": "The Machine Press",
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    "description": "A daily newspaper for the age of artificial intelligence."
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    "title": "The Animation Model Learns From Its Own Render",
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