Day one
It earned its keep immediately.
"Two production jobs had been silently skipping every run for days. The scheduler noticed a model-config drift and skipped 'to prevent unintended spend' — with no error surfacing anywhere I looked. The dashboard's first render flagged both as FAIL with the exact fix hint. Fixed in two minutes."
— the build log, first real run