Design a safe write-action pipeline for tools that can modify customer data.

Instruction: Explain how you would design a safe execution path for customer-impacting tool actions.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Explain how you would design a safe execution path for customer-impacting tool actions.

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I would make the pipeline explicit: intent capture, argument validation, permission check, policy check, approval if needed, idempotent execution, post-write verification, and audit logging. Customer-data writes need stronger control than ordinary answer generation.

I would also distinguish between reversible...

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