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Most repos do not explain themselves well. A short, replayable explainer of what a system does and how its pieces move used to cost too much to build, so it got skipped. AI changes that math — because it can read the repo first. Here is the case for treating a repo-grounded explainer as a committed artifact, and how to make one.