AI human oversight turns quick AI outputs into reliable decisions. This real-world case shows where tools fall short and how a simple human-in-the-loop workflow adds context, checks coverage, and makes results usable.

Fast, private AI on your own computer: what Tiny AI and Edge AI mean, when to use them, the easiest tools to install, and a starter workflow anyone can run.