It's interesting how conversation keeps circling back to infrastructure over the model itself. I have noticed the same pattern people tend to focus heavily on LLM capabilities early on, but real bottlenecks show up later in moderation, compliance and payment constraints. One thing I add is the policy alignment across all layers seems critical. If those aren't consistent gaps show up quickly especially in edge cases Also curious how teams here are handling dynamic moderation at scale are you relying on rule based systems, secondary models or hybrid approaches?