ELF Checkout Command

Automated session closing - no prompts, just capture and display.

What It Does

The /checkout command:

• Auto-detects session activity (commits, files, domains)
• Counts heuristics recorded during the session
• Displays a summary
• No questions asked

Usage

/checkout

Execution

python ~/.claude/emergent-learning/src/query/checkout.py

Output Example

┌────────────────────────────────────┐
│    Emergent Learning Framework     │
├────────────────────────────────────┤
│                                    │
│      Session Complete              │
│      Auto-capturing learnings...   │
│                                    │
└────────────────────────────────────┘

[*] Session Summary (auto-detected)
   Domains: infrastructure, backend
   Commits: 3
   Files modified: 7
     - src/query/checkin.py
     - src/query/checkout.py
     ... and 5 more
   Heuristics recorded: 2

[OK] Checkout complete.

What Gets Captured

• Domains: Auto-detected from file paths (dashboard, frontend, backend, infrastructure)
• Commits: Count of recent commits in the repo
• Files: List of recently modified files
• Heuristics: Count from database (last 4 hours)

Philosophy

Checkout should be frictionless. Record learnings during the session using:

• [LEARNED:domain] pattern markers in subagent outputs
• record-heuristic.py script when you discover something
• Failure analysis files when things break

Checkout just summarizes what happened - it doesn’t interrogate you at the end.

Complementing /checkin

Command	Purpose
/checkin	Load context at session start
/checkout	Show session summary at end