RLHF Feedback Capture Skill

AUTONOMOUS - Claude captures feedback without user running commands.

When to Capture Feedback

Capture (Thumbs Down) When:

•User says "that's wrong", "no", "incorrect", "that broke something"
•User corrects my answer
•User has to repeat themselves
•I made an assumption that was wrong
•Code I wrote caused errors
•I gave instructions instead of acting (violated ACT DON'T INSTRUCT)

Capture (Thumbs Up) When:

•User says "good", "thanks", "that worked", "perfect"
•Task completed successfully on first try
•User doesn't need to correct me
•Code works without errors

How to Capture (Claude Executes This)

bash

# After detecting negative feedback signal:
node "$CLAUDE_PROJECT_DIR/.claude/scripts/feedback/capture-feedback.js" \
  --feedback=down \
  --context="[What went wrong]" \
  --tags="[relevant-tags]"

# After detecting positive feedback signal:
node "$CLAUDE_PROJECT_DIR/.claude/scripts/feedback/capture-feedback.js" \
  --feedback=up \
  --context="[What went right]" \
  --tags="[relevant-tags]"

Domain Tags for Random Timer

Use these tags to categorize feedback:

•timer-logic - Timer countdown, random time generation
•redux-state - State management, slices, persistence
•ui-components - Buttons, sliders, screens
•navigation - React Navigation, screen transitions
•sound-haptics - Audio playback, vibration
•storage - MMKV, persistence
•testing - Jest, Maestro tests
•styling - Theme, colors, glassmorphism
•performance - Speed, memory, optimization

Action Tags

•fix - Bug fix
•implementation - New feature
•refactor - Code restructure
•regression - Broke something that worked
•assumption - Made incorrect assumption
•shallow-answer - Didn't read code, gave surface answer

Examples

User says "that broke the slider"

bash

node .claude/scripts/feedback/capture-feedback.js \
  --feedback=down \
  --context="Broke range slider while implementing timer fix" \
  --tags="ui-components,regression"

User says "perfect, timer works now"

bash

node .claude/scripts/feedback/capture-feedback.js \
  --feedback=up \
  --context="Fixed timer countdown logic correctly" \
  --tags="timer-logic,fix"

User has to repeat themselves

bash

node .claude/scripts/feedback/capture-feedback.js \
  --feedback=down \
  --context="User had to repeat request - didn't understand first time" \
  --tags="assumption,shallow-answer"

Data Storage

All feedback is LOCAL ONLY (excluded from git):

•.claude/memory/feedback/feedback-log.jsonl
•.claude/memory/feedback/feedback-summary.json

Session Start Integration

At session start, the hook queries past failures to remind Claude what to avoid. This creates a learning loop: Mistake → Capture → Warning → Avoid repeat.

IMPORTANT: Act Don't Instruct

Claude EXECUTES the capture command directly. Never tell the user to run it - just run it.