Phase 5 · Run and scale · Point 12 of 12

Scale-out roadmap and capability maturity

Move from Assist to Differentiate through repeatable patterns and federated domain squads.

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Scaling isn't "more agents". Scaling is repeatability: a stable platform, shared patterns, consistent governance, and a delivery motion that domain teams can run without reinventing security and operations each time. A maturity model helps executives understand where you are and what "next" means.

This is how you go from "a few agents" to "an agent operating model".

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