Arcads agents is a good example of why the model is rarely the finished product.

The tricky bit is the control flow around generation.

A URL is turned into brand context. That context feeds into audience research. The research feeds into creative hypotheses. The hypotheses are turned into scripts， visuals， static ads and AI UGC videos.

All stages should have access to the same product claims， tone and visual assets. Otherwise the output varies as the work moves from tool to tool.

Arcads is combining those processes into a single agent run， instead of the marketer having to manually pass context between research， copy， design and video systems.