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How it uses Jev

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.

What Jev decides

Detect a user correctionExample answers · not a recorded Jev response · Source ↗
Question 1 · correction
YOUR APP
INSTRUCTION

Is the user correcting or rejecting the assistant's previous action?

STATE

The eligible incoming user prompt string; the hook skips prompts shorter than two words and prompts already matched by its correction regexes.

JEV · NOUL
YesNo
Suggest a denied-command risk classExample answers · not a recorded Jev response · Source ↗
Question 1 · risk
YOUR APP
INSTRUCTION

What is the risk class of this command?

STATE

The command that the permission analyst is reviewing after a denial.

JEV · CHOICE
  1. read-only
  2. local-write
  3. outward
  4. destructive

App workflow

  1. Receive a prompt

    The prompt-submit hook first checks its correction patterns and classifier configuration.

  2. Classify when eligible

    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.

  3. Log a hint

    At the configured probability threshold, log a correction hint and update correction counts; the user can use /learn to save the lesson.

  4. Review command risk when requested

    The permission analyst may use a Choice result as a risk suggestion, then presents recommendations for user approval.

Why it is interesting

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.