Software Engineering AI Fluency Matrix
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Category
L1 - Foundational
L2 - Practitioner
L3 - Independent
L4 - Senior
L5 - Lead
Technical Practice
AI-Assisted Development
Technical Practice
Tooling & Workflow Integration
Engineering Quality
Code Quality, Testing & Maintainability
Collaboration & Delivery
Code Review & Collaboration
Engineering Quality
Debugging, Incident Response & Time to Resolution
Risk & Governance
Security, Privacy & Responsible AI Use
Business Impact
Delivery, Prioritization & Business Impact