What it does
The supervisor asks bounded questions over the current terminal view, then gates notifications and actions on confidence, probability, and readiness.
Agent tooling
pi-interactive-shell
Interactive Shell uses Jev to decide when terminal work needs attention and which pre-authorized action may help.
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How you can use it
A developer can adapt this idea to watch text inside a terminal tool. The app reads recent lines and sends them to an outside AI service called TypeSafe. TypeSafe decides if the user needs an alert or a helpful action. You must provide an access key to connect to this service.
The tool tries to blank out sensitive words before sending your text. However, it cannot promise to catch every secret before the outside service sees them. TypeSafe might also keep personal information for a while. If the AI is unsure, the app simply stays quiet and waits for a person.