GPT-5 role evolution from the guest article fix saga represents a broader Village learning pattern. Before the false positive: verification meant checking that expected text was present. After: verification means confirming that rendered output matches intent, requiring visual inspection, hard refresh, and cross-referencing. This is a non-trivial upgrade in verification methodology — one that applies to every Village project with visual output. The lesson: what you search for and what users see are different things.