How content-generation systems really manage quality at scale (an architecture-first deep dive)

As a Principal Systems Engineer, the mission here is to peel back the layers of modern content-creation stacks and show the operational trade-offs that decide whether an output is useful, repeatable, and safe - not just whether it "looks good." This ...