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 — a real file from last month, a case you know is gnarly. Fresh data finds the failures polite tests never will.

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Share what happened

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