cmd/sgai/skel/.sgai/skills/problem-solving/meta-pattern-recognition/SKILL.md
Spot patterns appearing in 3+ domains to find universal principles. Same issue in different parts of codebase. Pattern feels familiar across projects. "Haven't I solved this before?" Different teams solving similar problems. Recurring solution shapes.
npx skillsauth add sandgardenhq/sgai meta-pattern-recognitionInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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When the same pattern appears in 3+ domains, it's probably a universal principle worth extracting.
Core principle: Find patterns in how patterns emerge.
| 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 |
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)
documentation
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development
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development
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data-ai
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