Design an integration layer that serves both chat assistants and background agents.

Instruction: Explain how you would share integrations between interactive assistants and autonomous workflows.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Explain how you would share integrations between interactive assistants and autonomous workflows.

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I would centralize the dangerous parts of the integration stack and let each client decide how to present the capability....

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