AI-Assisted Roundtrip

Context

You have an AI-ready context and want the AI to produce an artifact — a spec, a test plan, a design — that you will review and improve, rather than accept blindly.

Consider these patterns first

Problem

How do you get from raw context to a trustworthy artifact without a one-shot, black-box generation you can neither verify nor iterate on?

Solution

Make generation a roundtrip. Capture intent (typed or dictated), let a configured AI task draft the artifact from the context, review and correct it, then fold the result back into the context as a new item that grounds the next pass. Each loop tightens the artifact and enriches the context it came from.

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