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# Find it and fix it
- URL: https://cje.io/2026/07/08/find-it-and-fix-it/
- Published: 2026-07-08T16:00:00.000Z
- Updated: 2026-07-08T15:59:59.000Z
- Author: Casey Ellis
- Tags: Hot Takes

A fun exercise: run various models against deliberately vulnerable apps, and eval them on their ability to identify the vulns *and* effectively patch them — without degrading app functionality.

Finding is only half the job.