From casual chatbot user to frontier researcher. Two tracks — PM and Builder — that converge in the middle.
Casual User
Occasional ChatGPT or Claude user. Treats AI like a smarter search engine.
Intentional User
Uses AI every day for real work. Understands context matters.
Power User
Treats prompting as a craft. Builds no-code automation pipelines.
AI-Native PM
Thinks in AI systems. Makes smart product calls about model tradeoffs.
Builder PM
Ships working prototypes with AI-assisted coding.
AI Engineer
Writes real Python. Integrates LLM APIs and ships production AI.
Systems Architect
Designs how AI systems work together at scale.
ML Practitioner
Has gone inside the models. Trains and fine-tunes with rigor.
Applied Researcher
Contributes to the field. Bridges research and production.
Frontier Researcher
Top 0.01%. Sets the direction of the field.