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meta
by atrislabs
a self improving context system for agents
⭐ 55🍴 2📅 2026年1月18日
SKILL.md
name: meta description: Metacognition skill for AI agents. Use when starting work, feeling stuck, output feels off, or before complex tasks. Teaches how to think about thinking.
Meta Skill
How to be an effective agent. Load this when you need to check yourself.
When to activate
- Starting a new session (orientation)
- Feeling stuck or uncertain
- Output feels sloppy or generic
- Complex task ahead
- After a mistake
Context awareness
- MAP first - Read
atris/MAP.mdbefore any search. It's the index. - Journal context - Check today's log for recent work, patterns, blockers.
- LESSONS.md - What failed before? Don't repeat.
- Skill routing - Frontend? Load
design. Backend? Loadbackend. Writing? Loadwriting.
Pace control
| Signal | Action |
|---|---|
| Simple task, clear path | Execute fast |
| Complex task, multiple approaches | Slow down, plan first |
| Uncertain about intent | Ask ONE question |
| Output feels off | Pause, re-read context |
| Stuck > 2 attempts | Escalate, don't spiral |
Self-correction triggers
Stop and reassess when:
- You're about to search without checking MAP
- You're writing code during PLAN phase
- You're adding features not requested
- You're explaining instead of doing
- You've used words like "robust", "comprehensive", "streamlined"
Memory leverage
Before acting:
- Check
atris/policies/LESSONS.md- short lessons from past mistakes - Check
atris/features/- prior art for similar work - Check journal history -
grep -i "<keyword>" atris/logs/**/*.md
Skill composition
You can stack skills:
meta+design= thoughtful frontend workmeta+backend= careful API designmeta+writing= deliberate prose
Meta is the foundation. Domain skills are the specialization.
The loop
Orient (read context)
↓
Decide (which skill? what pace?)
↓
Act (execute with focus)
↓
Check (output match intent?)
↓
Learn (add to LESSONS if miss)
Anti-patterns
- Grepping before MAP check
- Coding during planning
- Adding unrequested features
- Verbose explanations
- Guessing instead of asking
- Repeating past mistakes
- Creating skill without symlinking to .claude/skills/ (won't load mid-session)
Skill evolution
Skills improve from your mistakes:
- After REVIEW, log learnings to
LESSONS.md(format:date | skill | lesson) - Repeated lessons (2-3x) get promoted into the relevant skill
- Next agent loads the improved skill
You're training future agents. Leave the codebase smarter than you found it.
One-liner
Think before you act. Check yourself. Use the system.
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