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Designing a Human-in-the-Loop Approval Matrix for an AI Agent That Drafts B2B Quote Replies

This story is from 2026-10-11. It is preserved in the archive; the latest stories are on the live feed.

If you let an LLM agent draft replies to inbound B2B quote requests (RFQs), the hard part is not the prompt. It is deciding, in code, which drafts may go out on their own, which need a human click, and which the agent must never write at all. This post walks through the approval matrix pattern we u…

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  1. 2026-10-11 01:52 · DEV Community — AI
    Designing a Human-in-the-Loop Approval Matrix for an AI Agent That Drafts B2B Quote Replies

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