← ClaudeAtlas

meta-pattern-recognitionlisted

Spot patterns appearing in 3+ domains to find universal principles. Use when noticing the same pattern across 3+ different domains or experiencing deja vu in problem-solving.
danielleit241/forge · ★ 1 · AI & Automation · score 72
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