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Live controller · who answered · weights · hive

Judging algorithm

One screen for the jury flow on this lane. The strip below is who actually scored the last frame — model, port, and whether anatomy borrowed Pixtral's eyes. Sliders under it are the law those seats obey.

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256²frame size
18steps
FP8 stream
FP8GPU 3
This frame's jury
loading the last verdict…

scored in last 24
unscored
spectacles
hive
calibrated = 100 · (raw/100)^γ · (0.92 if adversarial ∧ raw<85)
composite = Σ calibratedᵢ wᵢ / Σ wᵢ + uniqueness nudge · spectacle ≥ p90 · masterpiece ≥ p98
Hive is idle. Ask it to propose a calibration from recent verdicts on this lane.