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  "id": "sustained-revisits-v2",
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  "registered_at": "2026-10-16T10:46:00.236230+00:00",
  "question": "Which released configuration preserves recognizable scene landmarks across repeated one- and two-minute turn-away/return sessions, follows camera actions, and sustains generation throughput?",
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  ],
  "conditioning": "MG3 receives the next action block only. SANA receives the full future relative camera path and the fixed scene caption. These are separate access classes, not interchangeable interactive results.",
  "primary_metric": {
    "name": "Visible landmark retention at registered returns",
    "rubric": "Judge each of three frozen initial-image landmarks against the returned image. P=clearly recognizable with same semantic identity and relative scene role; F=clearly absent/replaced or structurally contradicted; U=occluded, unjudgeable, or insufficient evidence. Show P/F/U separately. U is not a success.",
    "aggregation": "Average landmark proportions across revisits within each session, then seeds within scene, then weight all four scenes equally for minute sessions. Two-minute stress results shown separately for two scenes; no confidence interval for that tiny stress subset.",
    "judge": "Pinned request protocol and dated gpt-6-astra API alias, medium reasoning, model identifiers hidden. Qualification on initial copies and mismatched-scene controls plus blinded agent audit before scoring; independent humans pending.",
    "uncertainty": "Paired crossed resampling of four scene IDs and two generation seeds, 2000 draws seed 202610360. Descriptive intervals; tiny sample and evaluator bias remain."
  },
  "secondary_metrics": [
    "SIFT/RANSAC interframe homography discrepancy from commanded pure-yaw motion under the declared assumed intrinsics; coverage and abstentions mandatory. Calibrate against deterministic known warps before use; this is not recovered ground-truth 3D geometry.",
    "First decoded chunk seconds, per-chunk worker latency, steady decoded fps, last-quarter versus first-quarter latency, peak allocated/reserved GPU memory, full-run wall time and rental cost. Exclude browser/network time.",
    "Visible scene corruption and original outputs retained for every requested attempt. No quality-based retries or dropped examples."
  ],
  "browser_validation": "Existing three-chunk foreground Chrome pilot remains separately labeled. Longer browser measurements require their own visible-browser receipt and cannot be inferred from worker timing.",
  "failure_policy": "Retain every requested model/session cell, partial outputs, error and cost. A transport-only recovery retrieves identical bytes; a new model attempt is not silently substituted.",
  "limits": [
    "Four deliberately varied familiar WBench images; no claim of held-out images or exhaustive commercial coverage.",
    "Turn-away/return tests visible spatial persistence, not object manipulation, inventory changes or general game-state memory.",
    "SANA native lattice trims a small tail; evaluation timestamps are shared. Different access and prompts stay explicit.",
    "No human or physical-environment validation. Automatic landmark judgments can be wrong."
  ]
}