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Teams should test agent experience changes locally before shipping them. Microsoft's SPFx project work showed that advisory tips in documentation failed to change agent behavior, while warnings that the agent's current plan would fail succeeded. Emulating changes with tools like Dev Proxy enables rapid iteration without deploying to production.
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