Reflect

Analyze the current session and suggest improvements to AGENTS.md based on patterns, feedback, and lessons learned.

For cross-session learning from git history and handoffs, use Skill("learn") instead.

Data Sources

Source	What to Extract
Conversation history	User corrections, repeated feedback, preferences
.agents/session_ledger.md	Key Decisions, patterns from current work (if exists)

Process

Step 1: Review Conversation History

Analyze all messages in this conversation:

• User feedback and corrections
• Moments where instructions weren't followed
• Repeated issues or preferences
• Patterns that emerged during interaction

Step 2: Check Session Ledger (if exists)

[ -f ".agents/session_ledger.md" ] && cat ".agents/session_ledger.md"

Extract any Key Decisions or patterns documented there.

Step 3: Identify Improvement Opportunities

Look for:

• Gaps in current AGENTS.md that led to misunderstandings
• User preferences that should be encoded
• Patterns that could prevent future issues
• Corrections that apply broadly (not one-off incidents)

Step 4: Generate Specific Improvements

Create actionable, specific edits. Each suggestion should:

• Be concrete (not vague principles)
• Prevent similar issues in future
• Address patterns, not one-off incidents

Step 5: Present Suggestions

Use this format:

## Session Reflection

### 1. [Pattern Name]
**Gap**: What's missing or unclear in AGENTS.md
**Proposed**: Specific text to add
**Reasoning**: Evidence from this session (e.g., "You corrected this 3 times")

### 2. [Pattern Name]
...

Step 6: Apply Changes (if approved)

Use AskUserQuestion:

• "Would you like me to apply these improvements to AGENTS.md?"

If yes:

• Use Edit tool to update AGENTS.md
• Confirm changes were applied

Guidelines

• Only suggest improvements that genuinely enhance behavior
• Keep suggestions specific and actionable
• Don't suggest redundant rules
• Focus on patterns, not one-off incidents
• Maintain existing AGENTS.md structure and style

Example Output

## Session Reflection

### 1. Error Handling Preference
**Gap**: No guidance on error handling style
**Proposed**: "Always use try-catch blocks with specific error types rather than generic catches"
**Reasoning**: You corrected this pattern 3 times during our session

### 2. Import Organization
**Gap**: No import organization rules
**Proposed**: "Group imports by: 1) External packages, 2) Internal modules, 3) Types"
**Reasoning**: You consistently reorganized imports this way

Would you like me to apply these improvements to AGENTS.md?