AI use case

Keep a long AI job going even if the process crashes halfway

This local agent summarizes a folder of files with Gemma, but every step is saved as it goes, so if you kill it mid-sentence a fresh process picks up at the exact step where it died. No finished work gets redone, and no model calls get paid for twice. A dashboard even has a big button to kill it yourself and watch it come back.