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tiger-ai-lab/rewardharness/evaluate-physical-plausibility
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PublishedNovember 3, 2026 at 08:16 AM
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schema_version: 2 name: evaluate-physical-plausibility kind: skill description: Guidelines for evaluating inserted or replaced objects for physical plausibility, penalizing floating objects or gravity-defying placements. metadata: version: "1.0.0"


Evaluate Physical Plausibility

When an instruction requires inserting a new object or replacing an existing one (e.g., replacing a remote with a bottle, inserting a person):

  1. Check for Floating Objects: Ensure the new object is grounded. Objects should not appear to be floating in mid-air above tables, floors, or hands unless explicitly requested.
  2. Gravity and Interaction: The object must obey basic physics. If it is replacing an object held by a person, it should fit within the grasp or rest naturally on the surface.
  3. Severe Integration Failures: While minor blending issues are acceptable, a completely floating object or one that defies gravity is a severe failure in physical plausibility and should be heavily penalized, even if the object itself is generated perfectly.

<!-- Release review: RewardHarness v0.4.1 (2026-08-26). -->

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