Your AI Content Agent Is a Lottery. Build a Factory Instead.
General AI agents fail at vertical content production because they optimize for exploration, not repeatability. The fix isn’t a smarter model—it’s a three-layer architecture that decouples perception, knowledge, and production. Most organizations are building better engines when they need to build a factory.