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How to ThinkIn the Age of AI

Snapshot the current state before each pipeline stage…

Before an output advances from one pipeline stage to the next (draft to review, review to polish), snapshot the current state as a version to create recoverable checkpoints throughout the production process.

When This Fires

Common Failure Mode

"I'll remember what it looked like before": relying on memory for the pre-edit state. Memory of the original text degrades within minutes of editing — you can't un-see the changes. The snapshot is the only reliable way to compare before and after or to revert if the changes made things worse.

The Protocol

(1) Before advancing an output from one stage to the next, save a snapshot: "Draft-final.md," "Post-review.md," or use your version control system's snapshot capability. (2) The snapshot should be a complete copy, not a diff. You need to be able to open it and see exactly what the output looked like at that boundary. (3) Label the snapshot with the stage boundary: "Draft-complete-2026-03-30" or "Pre-polish-v2." (4) If the next stage goes poorly (bad restructuring, over-editing, lost coherence), you can revert to the snapshot and retry from the stage boundary rather than starting over. (5) For short outputs (under 500 words), a quick copy-paste into a "previous versions" section at the bottom of the document may suffice. For longer outputs, use separate files or version control.