Skills

Reflect

Learning capture system that extracts HIGH/MED/LOW confidence patterns from...

Install

npx skills add microsoft/waza --skill reflect -g -a claude-code -y
Repository
microsoft/waza1.5k
Category
AI and agents
Updated
4d ago
License
MIT
Context cost
Mediumabout 1,944 tokens
Runs scripts
No, instructions only

What it does

Learning capture system that extracts HIGH/MED/LOW confidence patterns from conversations to prevent repeating mistakes. Use after user corrections ("no", "wrong"), praise ("perfect", "exactly"), or when discovering edge cases. Complements .squad/agents/{agent}/history.md and .squad/decisions.md.

Reflect Skill

Critical learning capture system for Squad. Prevents repeating mistakes and preserves successful patterns across sessions.

Analyze conversations and propose improvements to squad knowledge based on what worked, what didn't, and edge cases discovered. Every correction is a learning opportunity.


Integration with Squad Architecture

Reflect complements existing Squad knowledge systems:

  1. Governed runtime memory, Durable observations and decisions persisted through configured state tools
  2. Tracked governing source, Coordinator prompts, skills, and other behavior-defining files changed through focused pull requests
  3. reflect skill, Identifies learnings that may warrant either runtime memory or an approved tracked behavior change

Workflow:

  • Use reflect during work to capture learnings
  • At session end, review captured learnings
  • Persist evidence through governed runtime memory when available
  • Promote accepted behavior changes through the accountable specialist as tracked source changes in a focused PR
  • Report adjacent improvements separately; do not expand the current scope without explicit user approval

Triggers

🔴 HIGH Priority (Invoke Immediately)

TriggerExampleWhy Critical
User correction"no", "wrong", "not like that", "never do"Captures mistakes to prevent repetition
Architectural insight"you removed that without understanding why"Documents design decisions (Chesterton's Fence)
Immediate fixes"debug", "root cause", "fix all"Learns from errors in real-time

🟡 MEDIUM Priority (Invoke After Multiple)

Read the whole SKILL.md on GitHub

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