An AI poster generation system comprising PosterCraft, PosterOmni, and PosterReward has been open-sourced to help SMEs create professional marketing materials quickly. It uses end-to-end optimization, unified multi-task design, and a reward model for quality evaluation, enabling minute-level, accurate text rendering and layout adaptation. Already applied in Meituan Takeout and brand IP design, it democratizes creative production.