A Backup That Depends on n8n Is Not an Independent Control
After an update damaged both automation workflows and their internal backup path, I moved exports outside n8n. The failure exposed gaps in separation, secret handling, and restore testing.

After an update damaged both automation workflows and their internal backup path, I moved exports outside n8n. The failure exposed gaps in separation, secret handling, and restore testing.

A credible program must explain why an exposure matters, who owns the response, what uncertainty remains, and whether the decision reduced material risk.

Shared GPU capacity can make local AI available without dedicating an expensive accelerator to one workload. The design question is how to balance efficiency, isolation, and operational risk.
