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

1. Spot repetition - See same shape in 3+ places
2. Extract abstract form - Describe independent of any domain
3. Identify variations - How does it adapt per domain?
4. 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