{
  "id": "reference-budget",
  "title": "Smaller motion inputs. Shorter waits.",
  "date": "October 14, 2026",
  "scope": "Two complete paired comparisons from six attempted cases. Single seed; sampled visual assessment.",
  "changes": [
    [
      "Motion-video reference",
      "Full input resolution",
      "384 × 736; indoor case 256 × 512"
    ],
    [
      "Generation",
      "8-step turbo + 4-step upscale",
      "Unchanged"
    ],
    [
      "Body guidance",
      "RTMW body pose",
      "Unchanged"
    ],
    [
      "Output resolution",
      "Original tested canvas",
      "Unchanged"
    ]
  ],
  "details": [
    [
      "Model family",
      "MiniMax H3 with pose guidance"
    ],
    [
      "Pinned seed",
      "1414213562"
    ],
    [
      "Segmentation",
      "192-frame windows with 22-frame overlap"
    ],
    [
      "Original configuration",
      "Pose Efficient v1, frozen October 14"
    ],
    [
      "Related option",
      "Pose Compact v1: 256 × 512 motion input on the measured 96GB GPU; two later section-time comparisons improved 25–28%. Not the same timing scope as the rows above."
    ],
    [
      "Hardware and timing limits",
      "Requested NVIDIA B200 for the recorded full/smaller comparisons; physical workers and cache state differed. The later Compact option targets RTX PRO 6000 (96GB)."
    ]
  ],
  "configurationFormat": "Study settings summary; not an importable ComfyUI workflow. Requires the private ModelPilot runtime/nodes and separately licensed model weights.",
  "currentAccess": "Saved research examples. Hosted options depend on account access; this article does not unlock a private recipe. Open Studio to see the options and a fresh quote available to your account.",
  "prompt": null,
  "sources": [
    {
      "label": "Studio dance source",
      "author": "Andres Daza",
      "url": "https://www.pexels.com/video/a-woman-in-a-sports-bra-and-shorts-is-dancing-19192491/",
      "license": "https://www.pexels.com/license/",
      "changes": "Prepared and excerpted for the saved test; no performer endorsement"
    },
    {
      "label": "Indoor dance source",
      "author": "ROMAN ODINTSOV",
      "url": "https://www.pexels.com/video/woman-doing-dancing-8348890/",
      "license": "https://www.pexels.com/license/",
      "changes": "Prepared excerpt; fictional generated appearance reference"
    }
  ],
  "mediaNote": "AI-generated outputs are identified in each comparison. Public previews omit source audio where present; visual streams are unchanged. Original test files and audio measurements remain preserved. No performer or photographer endorses ModelPilot.",
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