Claude Reflect - Self-Learning System

Claude Reflect - Self-Learning System

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

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)

CLAUDE.md Destinations

• ~/​.claude/​CLAUDE.md - Global learnings (model names, general patterns)
• ./​CLAUDE.md - Project-specific learnings (conventions, tools, structure)

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]

Overview

Execute self-learning system that captures corrections during sessions and syncs them to CLAUDE.

Prerequisites

• Access to the Claude Reflect environment or API
• Required CLI tools installed and authenticated
• Familiarity with Claude Reflect concepts and terminology

Instructions

1. Assess the current state of the Claude Reflect configuration
2. Identify the specific requirements and constraints
3. Apply the recommended patterns from this skill
4. Validate the changes against expected behavior
5. Document the configuration for team reference

Output

• Configuration files or code changes applied to the project
• Validation report confirming correct implementation
• Summary of changes made and their rationale

Error Handling

Examples

Basic usage: Apply claude reflect to a standard project setup with default configuration options.

Advanced scenario: Customize claude reflect for production environments with multiple constraints and team-specific requirements.

Resources

• Official Claude Reflect documentation
• Community best practices and patterns
• Related skills in this plugin pack