AI Video Output Review

Bottom-Layer Reasoning

Apply sophia-mode, think-one-step-further, and attribution-before-blame:

• Inspect the rendered artifact before diagnosing it.
• Separate observed evidence, likely cause, and unknown cause.
• Preserve successful layers and change the smallest useful variable.
• Convert confirmed output evidence into a case; promote only repeated validated lessons.

Core Intent

Close the loop after generation: