The Missing Manual Show

How to Resume an AI Project Without Starting Over


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What happens when you build something useful in AI and then life gets in the way for two weeks? Most people lose everything they built and start over. In this episode of The Missing Manual, Julia Levy and Jenny Cotie Kangas show you how to pick back up without losing momentum — using their own podcast production system as the case study.

Julia and Jenny walk through re-grounding their Claude project, recovering prior work from across tools, and building a five-phase process map with a companion grounding document that will anchor every future session. They cover why you need two paired documents for any mapped process — a visual map and a context document that captures what the map cannot — and why those documents are what make automation possible later. Jenny's core principle throughout: if you don't collect the dots, you can't connect the dots.

The episode closes on what Julia calls the most important document they produced all day: the handoff. When you are doing big thinking work in AI, the context window is limited, and compiling too much on top of itself leads to hallucinations. A clean handoff document at each stopping point is not overhead — it is the system that lets you come back. This applies to podcast production, client deliverables, hiring processes, or any repeated work effort where continuity matters.

The Missing Manual exists because the how is missing everywhere. This episode is the how for anyone who has ever started something in AI, paused, and wondered how to find their way back in. Find The Missing Manual wherever you listen to podcasts.

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The Missing Manual ShowBy Julia Levy, Jenny Cotie Kangas