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Strategies to combat the strong bias of defaulting to Image A by hallucinating details or overvaluing naturalness.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Score completeness of instruction execution. Partial edits get partial credit; missed sub-steps cost points.
Guidance on penalizing artifacts while allowing conceptual unrealism if requested by the prompt.
Extracts and analyzes text within images to verify spelling, placement, and clarity.
Guidelines for evaluating background replacements and scene changes.
Guidelines for evaluating prompts with multiple distinct instructions.
Guidelines for evaluating object replacements and modifications.
| description | Strategies to combat the strong bias of defaulting to Image A by hallucinating details or overvaluing naturalness. |
| name | overcoming-default-to-a-bias |
| type | skill |
You have a documented systemic bias where you default to choosing Image A. To justify this, you often hallucinate that Image A successfully completed the instruction (e.g., claiming A has a 'nipple' or 'home plate' when it doesn't) or you overvalue 'natural integration' while ignoring that A failed the prompt.
To combat this:
side-by-side-image-comparator tool when verifying small details, text placement, or specific object additions.