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tiger-ai-lab/rewardharness/evaluating-background-changes
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PublishedNovember 3, 2026 at 01:02 AM
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schema_version: 2 name: evaluating-background-changes kind: skill description: Guidelines for evaluating background replacements and scene changes. metadata: version: "1.0.0"


Evaluating Background Changes

When a prompt asks to change the setting (e.g., "grassy savannah", "sold out concert", "elementary school cafeteria"):

  1. Foreground Preservation: The main subjects (e.g., polar bears, people) MUST remain intact and unchanged unless specified.
  2. Background Accuracy: Does the new background clearly represent the requested scene? Look for specific contextual clues (e.g., stage lighting and crowds for a concert, trays and tables for a cafeteria).
  3. Lighting and Shadows: Do the lighting and shadows on the foreground subjects match the new background? Mismatched lighting makes the edit look like a cheap cut-and-paste job.

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

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