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← LibraryBuilder · B5

Fresh-data testing

Build-along · ~10 min at your own keyboard

A model asked to test its own work generates test cases that flatter its own assumptions. The fix: test with data it has never seen, like a deal that actually closed last year or a rent roll you know is strange. Fresh data finds the failures polite tests never will.

Do this

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Share what happened

Paste what fresh inputs you used, what broke, and the category of failure.