meta-pattern-recognitionlisted
Install: claude install-skill danielleit241/forge
# 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, browser cache |
| Layering (network/storage/compute) | Separate concerns into abstraction levels | Clean architecture, OS rings |
| Queuing (message/task/request) | Decouple producer from consumer with buffer | Event systems, async processing, print queues |
| Pooling (connection/thread/object) | Reuse expensive resources | Memory management, worker pools |
| Rate limiting (API/traffic/admission) | Bound resource consumption to prevent exhaustion | LLM token budgets, DB connection limits |
## Process
1. **Spot repetition** — See same shape in 3+ places
2. **Extract abstract form** — Describe it independent of any domain
3. **Identify variations** — How does it adapt per domain?
4. **Check applicability** — Where else might this pattern help?
## Example
**Pattern spotted:** Rate limiting in API throttling, traffic shaping, circuit breakers, admission control, connection pooling
**Abstract form:** Bound resource consumption to prevent exhaustion
**Variation points:** What resource, what limit, what happens when exceeded (reject / queue / degrade)
**New applicat