Self-learning system that captures corrections during sessions and reminds users to run /reflect to update CLAUDE.md. Use when discussing learnings, corrections, or when the user mentions remembering something for future sessions.
A two-stage system that helps Claude Code learn from user corrections.
How It Works
Stage 1: Capture (Automatic)
Hooks detect correction patterns ("no, use X", "actually...", "use X not Y") and queue them to ~/.claude/learnings-queue.json.
Stage 2: Process (Manual)
User runs /reflect to review and apply queued learnings to CLAUDE.md files.
Available Commands
Command
Purpose
/reflect
Process queued learnings with human review
/reflect --scan-history
Scan past sessions for missed learnings
/reflect --dry-run
Preview changes without applying
/reflect-skills
Discover skill candidates from repeating patterns
/skip-reflect
Discard all queued learnings
/view-queue
View pending learnings without processing
When to Remind Users
Remind users about /reflect when:
They complete a feature or meaningful work unit
They make corrections you should remember for future sessions
They explicitly say "remember this" or similar
Context is about to compact and queue has items
Correction Detection Patterns
High-confidence corrections:
Tool rejections (user stops an action with guidance)
"no, use X" / "don't use Y"
"actually..." / "I meant..."
"use X not Y" / "X instead of Y"
"remember:" (explicit marker)
Learning Destinations
~/.claude/CLAUDE.md - Global learnings (model names, general patterns)
./CLAUDE.local.md - Personal learnings (machine-specific, gitignored)
./.claude/rules/*.md - Modular rules with optional path-scoping
~/.claude/rules/*.md - Global modular rules
~/.claude/projects/<project>/memory/*.md - Auto memory (low-confidence, exploratory)
commands/*.md - Skill improvements (corrections during skill execution)
Example Interaction
User: no, use gpt-5.1 not gpt-5 for reasoning tasks
Claude: Got it, I'll use gpt-5.1 for reasoning tasks.
[Hook captures this correction to queue]
User: /reflect
Claude: Found 1 learning queued. "Use gpt-5.1 for reasoning tasks"
Scope: global
Apply to ~/.claude/CLAUDE.md? [y/n]