squads-learn

Capture Learnings

After completing work, capture what you learned so future sessions can benefit.

When to Use

• After fixing a bug - What was the root cause? How did you find it?
• After completing a feature - What approach worked? What didn't?
• After research - What did you discover? What's the key insight?
• When you notice a pattern - Something that works consistently

How to Capture

Quick Learning (one-liner)

squads learn "The auth token needs to be refreshed after 1 hour, not when the API returns 401"

With Context

squads learn "Always check memory before researching to avoid duplicate work" \
  --squad engineering \
  --category pattern \
  --tags "memory,research,efficiency"

Categories

• success - Something that worked well
• failure - Something that didn't work (learn from mistakes)
• pattern - A reusable approach
• tip - General advice

Workflow Integration

End of Task

Before marking a task complete, ask yourself:

1. What worked that I should remember?
2. What didn't work that I should avoid?
3. Is there a pattern here worth capturing?

If yes to any → squads learn "<insight>"

Before Similar Tasks

Check existing learnings:

squads learnings search "auth"
squads learnings show engineering --tag auth

Examples

# After fixing a bug
squads learn "PostgreSQL connection pool exhaustion was caused by unclosed transactions in error paths" --category failure --tags db,postgres,connection

# After successful implementation
squads learn "Using TypeScript strict mode caught 3 type errors before runtime" --category success --tags typescript,types

# Noticing a pattern
squads learn "When context exceeds 70%, always run squads memory sync before continuing" --category pattern --tags context,memory

# General tip
squads learn "The gh CLI is faster than the GitHub API for simple operations" --category tip --tags github,cli

View Learnings

squads learnings show <squad>           # Squad's learnings
squads learnings search "<query>"       # Search all learnings
squads learnings show engineering -n 5  # Last 5 for engineering

Key Principle

Learnings compound. Each captured insight makes future sessions smarter. A 30-second squads learn call can save hours of re-discovery.