Three failures kept repeating in the first version. The agent treated every request the same, so a quick SKU image and a full detail-page poster got the same heavy process. It invented product shapes, logos and text, which a merchant can never ship. And it had no memory of the brand, so every image started from zero. The fix was not a better prompt. It was a system with levels, memory and rules about what the model is not allowed to touch.第一版反复出现三种失败。Agent 把所有请求一视同仁,一张快速 SKU 图和一张完整商详海报走同样重的流程。它会编造商品外形、logo 和文字,而商家永远不能用这样的图。它对品牌没有记忆,每张图都从零开始。解决办法不是更好的提示词,而是一个有分级、有记忆、并规定模型不许碰什么的系统。
