ulw-correct

name	ulw-correct
description	Correct a misclassified ULW turn (wrong intent or domain). Records the correction to cross-session telemetry so future tuning can learn from human-labeled misfires, and updates the active session's intent/domain when a corrected value can be parsed from the reason. Use when the classifier got it wrong and you want to redirect rather than rephrase.
argument-hint	<correction reason — optionally include "intent=X" and/or "domain=Y">

Correct a ULW Misclassification

Tell the harness "the last turn was misclassified" with a short reason. The classifier's detect_classifier_misfire is passive — it only records misfires on the next turn when it sees blocks or bare-affirmation patterns. This skill is the active counterpart: a one-button "this is wrong, here's the correction" verb so you don't have to rephrase three ways or learn the classifier's mental model.

Usage

/ulw-correct this is advisory not execution
/ulw-correct intent=advisory domain=writing — was asking what to write, not to write it
/ulw-correct domain=mixed — the docs change has a code change attached

What it does

1. Records a corrected_by_user=true row in classifier_telemetry.jsonl for the current session and in ~/.claude/quality-pack/classifier_misfires.jsonl cross-session. The row carries: prior intent/domain (what the classifier inferred), corrected intent/domain (if parseable from the reason), reason text, and the prompt that was misclassified.
2. If the correction names an intent=X or domain=Y (with X/Y matching a valid value), updates the active session's task_intent and/or task_domain state so subsequent gates and directives use the corrected routing.
3. Acknowledges with a one-line summary: what changed, what didn't.

Steps

1. Take the user's correction reason (everything after /ulw-correct).

2. Invoke the recording script:

   bash ~/.claude/skills/autowork/scripts/ulw-correct-record.sh "REASON_HERE"
   

3. The script will print one of:

   • corrected: intent <old> → <new>, domain <old> → <new> when both parsed and updated
   • corrected: intent <old> → <new> or corrected: domain <old> → <new> when one parsed
   • recorded as misfire (no intent= or domain= parseable from reason) when only the reason text was captured

4. Confirm to the user, then continue the work in the corrected mode.

When NOT to use

• A gate is blocking but you're confident the work is complete → /ulw-skip <reason> (gate bypass, not classification correction)
• The classifier was right and YOU want to declare a different scope → just say so in the prompt; classification is correct, scope is yours to set
• You need user input on taste/policy → /ulw-pause <reason> (session-handoff signal)

Valid intent / domain values

• intent: execution, continuation, advisory, session_management, checkpoint
• domain: coding, writing, research, operations, mixed, general

Other values are recorded in the reason but do not update state.