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