Controlling pose with reference images in SDXL

A user reports conflicts when generating different poses of the same pixel-art character in SDXL using IP-Adapter (appearance) and ControlNet (pose). Conditioning sometimes duplicates limbs from the reference; adjusting strengths helps but is insufficient, and they seek methods that avoid retraining.