Meta-Pattern Recognition is a research claude skill built by Jesse Vincent. Best for: Systems engineers, architects, and researchers use this to identify cross-domain principles and apply battle-tested solutions to new problem spaces..
- What it does
- Extract universal principles by identifying patterns repeated across 3+ domains to unlock new applications.
- Category
- research
- Created by
- Jesse Vincent
- Last updated
Meta-Pattern Recognition
Extract universal principles by identifying patterns repeated across 3+ domains to unlock new applications.
Skill instructions
name: Meta-Pattern Recognition description: Spot patterns appearing in 3+ domains to find universal principles when_to_use: when noticing the same pattern across 3+ different domains or experiencing déjà vu in problem-solving version: 1.1.0
Meta-Pattern Recognition
Overview
When the same pattern appears in 3+ domains, it's probably a universal principle worth extracting.
Core principle: Find patterns in how patterns emerge.
Quick Reference
| Pattern Appears In | Abstract Form | Where Else? | |-------------------|---------------|-------------| | CPU/DB/HTTP/DNS caching | Store frequently-accessed data closer | LLM prompt caching, CDN | | Layering (network/storage/compute) | Separate concerns into abstraction levels | Architecture, organization | | Queuing (message/task/request) | Decouple producer from consumer with buffer | Event systems, async processing | | Pooling (connection/thread/object) | Reuse expensive resources | Memory management, resource governance |
Process
- Spot repetition - See same shape in 3+ places
- Extract abstract form - Describe independent of any domain
- Identify variations - How does it adapt per domain?
- Check applicability - Where else might this help?
Example
Pattern spotted: Rate limiting in API throttling, traffic shaping, circuit breakers, admission control
Abstract form: Bound resource consumption to prevent exhaustion
Variation points: What resource, what limit, what happens when exceeded
New application: LLM token budgets (same pattern - prevent context window exhaustion)
Red Flags You're Missing Meta-Patterns
- "This problem is unique" (probably not)
- Multiple teams independently solving "different" problems identically
- Reinventing wheels across domains
- "Haven't we done something like this?" (yes, find it)
Remember
- 3+ domains = likely universal
- Abstract form reveals new applications
- Variations show adaptation points
- Universal patterns are battle-tested
Use this skill
Most skills are portable instruction packages. Claude Code supports SKILL.md directly. Other agents can use adapted files like AGENTS.md, .cursorrules, and GEMINI.md.
Claude Code
Save SKILL.md into your Claude Skills folder, then restart Claude Code.
mkdir -p ~/.claude/skills/meta-pattern-recognition && curl -L "https://raw.githubusercontent.com/obra/superpowers-skills/HEAD/skills/problem-solving/meta-pattern-recognition/SKILL.md" -o ~/.claude/skills/meta-pattern-recognition/SKILL.mdInstalls to ~/.claude/skills/meta-pattern-recognition/SKILL.md.
Use cases
Systems engineers, architects, and researchers use this to identify cross-domain principles and apply battle-tested solutions to new problem spaces.
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Creator
JJesse Vincent
@obra