From one prompt to an enterprise agent estate

Steps 1–12 build one system left to right. Steps 13–18 scale it to a whole organisation.

Pipeline from user request through orchestrator and agents to a governed answer
Purple = orchestrator · Coral = agents and modules · Teal = tools and function agents · Pink = skills · Amber = memory · Blue = controls · Green = context and answer