Understand what changes at each stage.
Inspired by the L0–L5 numbering used in autonomous driving, this platform defines a personal AI learning framework. L5 describes independently advancing complete work with AI.
L0
AI newcomer · Understand AI
Discover what AI can do and where its limits lie.
Stage evidenceComplete an introductory assessment and a first basic task
L1
AI beginner · Start using AI
Ask clear questions, complete simple tasks with AI, and check the results.
Stage evidenceOne basic task with a verification record
L2
AI practitioner · Apply independently
Break down tasks, organize context, and combine tools to complete practical work.
Stage evidenceA complete task plan, result, and acceptance record
L3
AI project builder · Deliver projects
Combine your skills to build projects that can run, be demonstrated, and be used.
Stage evidenceProject deliverables, tests, and a live change discussion
L4
AI systems builder · Build reliable systems
Keep work running while managing failures, quality, permissions, and cost.
Stage evidenceOperating records, incident handling, and iteration evidence
L5
Independent AI creator · Create value
Use AI to independently advance complete work and sustain a cycle of value.
Stage evidenceReal adoption, sustained results, and a comprehensive project discussion
This is a platform-defined personal skills framework. Levels specify a track. Introductory assessments provide learning advice; course records and independent certification are separate. Formal L4–L5 assessment will open when standards and review are ready.