tiger-ai-lab/rewardharness/evaluate-physical-plausibility

Claude Code and agent skill by tiger-ai-lab/rewardharness

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Guidelines for evaluating inserted or replaced objects for physical plausibility,

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npx vskill@latest install tiger-ai-lab/rewardharness/evaluate-physical-plausibility

SKILL.md

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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