Debug pattern: strip the prompt back to one action
When a generation fails, remove style flourishes and secondary actions until one clean motion works. Then add detail back one layer at a time.
Same character as reference, medium shot, walking forward slowly, neutral expression, stable background, smooth handheld camera, no extra props.