AI-Native System Design Competency Matrix (skills matrix)
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Category
L1 Foundation
L2 Intermediate
L3 Senior
L4 Staff
L5 Principal
Architecture
System Design & Service Architecture
Architecture
Large Language Model Integration Patterns
Data
Data Layer, Retrieval & Embeddings
Operations
Observability, Tracing & LLM Evaluation
Operations
Performance & Cost Optimization
Risk & Governance
Security, Privacy & Prompt Injection Mitigation
Delivery
Continuous Delivery, MLOps & Reliability
Delivery
Developer Experience, Testing & Infrastructure as Code
Collaboration & Judgment
Soft Skills