Pro Workflow
Coding-agent workflow with optional Jev hints for correction detection and command risk.
Coding-agent workflow with optional Jev hints for correction detection and command risk.
When its optional System One classifier is enabled with the Jev provider and a TypeSafe key, the prompt-submit hook asks whether an eligible user prompt corrects or rejects the previous assistant action. Separately, the permission analyst may classify a denied command into a risk class. The first produces a correction hint and the second a report suggestion; neither changes tool permissions, and a failed or slow call returns no classifier answer.
Is the user correcting or rejecting the assistant's previous action?
The eligible incoming user prompt string; the hook skips prompts shorter than two words and prompts already matched by its correction regexes.
What is the risk class of this command?
The command that the permission analyst is reviewing after a denial.
The prompt-submit hook first checks its correction patterns and classifier configuration.
If the optional classifier is enabled, a TypeSafe key is available, the prompt has at least two words, and no regex already matched, send one correction Noul request.
At the configured probability threshold, log a correction hint and update correction counts; the user can use /learn to save the lesson.
The permission analyst may use a Choice result as a risk suggestion, then presents recommendations for user approval.
It applies typed judgments to correction tracking and command-risk review inside a coding workflow while leaving learning capture and permission changes under user control.