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Our three-call prototype now needs overnight approvals. Should we use raw SDK calls, LangChain or LangGraph?

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An approval can arrive after the worker has restarted. Choose a runtime from that requirement, show its recovery behavior and avoid repeating a purchase after a timeout.

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Case briefRead the inputs, then make your call

Fictional equipment-order prototype. It reads a request, looks up catalog options and drafts an order. The proposed production version waits for finance approval and then purchases through an external API.

Scenario inputs
Current model calls per task3
Illustrative cost per model call, USD0.002
Alternative design's extra planning calls2
Monthly tasks100,000
Approval timingFinance may approve the next day; the worker may restart while waiting.
Purchase APISupports an idempotency key and an operation-status lookup. A response may time out after acceptance.

Your task. Select an orchestration approach, define approval and restart behavior, compare call costs and specify the failure demonstrations required before launch.

An approval can arrive after the worker has restarted. Choose a runtime from that requirement, show its recovery behavior and avoid repeating a purchase after a timeout.

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