Session Learning

Session Learning Guide

The session learning system helps Claude Code improve over time by analyzing your sessions and suggesting updates to memories, skills, and commands.

Quick Start

Enable Session Learning

Add to your .claude/requirements.yaml or .claude/requirements.local.yaml:

hooks:
  session_learning:
    enabled: true
    prompt_on_stop: true  # Prompts for review when ending session

Review a Session

/session-reflect          # Full analysis with recommendations
/session-reflect quick    # Quick summary statistics
/session-reflect analyze-only  # Analysis without applying changes

Manage Learning

req learning stats        # Show learning statistics
req learning list         # List recent updates
req learning rollback 3   # Undo update #3
req learning disable      # Disable learning for this project

How It Works

1. Data Collection

During your session, the framework collects metrics:

• Tool usage: Which tools you use, how often, which files
• Requirement flow: What gets blocked, how long to satisfy
• Errors: What errors occur and how they're resolved
• Skills/Agents: Which skills and agents you run

Metrics are stored in .git/requirements/sessions/<session_id>.json.

2. Pattern Analysis

When you run /session-reflect, the session-analyzer agent looks for:

• Workflow patterns: Common sequences, TDD cycles, etc.
• Friction points: High time-to-satisfy, repeated blocks
• Knowledge gaps: Repeated lookups, error patterns
• Automation opportunities: Manual steps that could be automated

3. Recommendations

Based on analysis, the system suggests:

• Memory updates: Add project conventions to Serena memories
• Skill updates: Improve trigger patterns
• Command updates: Add frequently used arguments

Each recommendation has a confidence score (0-1).

4. User Approval

You review and select which recommendations to apply. All changes are:

• Recorded in .git/requirements/learning_history.json
• Rollback-capable via req learning rollback
• Version-controlled (memories in .serena/memories/)

Configuration Options

hooks:
  session_learning:
    enabled: true         # Enable the learning system
    prompt_on_stop: true  # Show review prompt when session ends
    min_tool_uses: 5      # Minimum activity before prompting
    max_recommendations: 5    # Max recommendations per session
    confidence_threshold: 0.7 # Only show high-confidence items
    update_targets:
      - memories          # .serena/memories/ files
      - skills            # Plugin skill files
      - commands          # Plugin command files

Example Session Flow

1. You work normally through a session...

2. When ending the session, Stop hook prompts:
   "Session had 47 tool uses. Review for learning?
    Run /session-reflect to analyze and improve future sessions."

3. You run /session-reflect

4. Analyzer detects patterns:
   - TDD Workflow (HIGH confidence)
   - Repeated ADR lookup (MEDIUM confidence)
   - Useful command pattern (MEDIUM confidence)

5. You select which to apply

6. Updates are written with version tracking:
   - .serena/memories/workflow-patterns.md (appended)
   - .serena/memories/frequently-referenced.md (created)

7. Next session benefits from these learnings

Best Practices

1. Run at end of productive sessions - More data = better patterns
2. Use analyze-only first - Preview before committing
3. Review confidence scores - Higher = more reliable
4. Check learning stats - Track what's been learned over time
5. Rollback if needed - req learning rollback reverses mistakes

Troubleshooting

No session metrics found

# Check if metrics directory exists
ls -la .git/requirements/sessions/

# Sessions are collected automatically when framework is enabled
# Run some commands first, then try again

Learning not prompting at session end

Check configuration:

hooks:
  session_learning:
    enabled: true        # Must be true
    prompt_on_stop: true # Must be true
    min_tool_uses: 5     # Session must have at least this many tool uses

Rollback not available

Some updates (like creates) don't have previous content to restore. Use git to restore:

git checkout -- .serena/memories/filename.md

Process Skill Recommendations

The session analyzer may recommend process skills based on session patterns:

Related Commands

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