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Close reading of the corpus at each pipeline stage: raw → clean → relevant → coded.
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Beautifully put. It's the difference between being a passive user and an active director. Treating AI as an incredibly fast junior dev that needs clear boundaries and continuous testing is the ultimate unlock.
This is exactly where AI coding becomes a real skill. Claude Code can move fast, but the quality still depends on how clearly you break the system down, review each layer, and test the weak spots.