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AI implementation often suffers from agentbabble — a tension between innovations and safe scaling. Successful firms manage dual interfaces for engineers and non-coders.

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The coding setup I always wanted.

Yelp combines native mobile controls with server-driven conversation rendering in its AI Assistant using the CHAOS framework.

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