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Roadmaps

Career tracks written as phased roadmaps you can work through end to end. Start with AI Engineer — that's the one we've finished. The others are on the way.

Available now

AI Engineer 4 phases

Builds LLM-powered products. Strong at API integration, RAG, agents, and shipping reliable AI features into real software.

updated 2026-04-01

Future updates

AI Agents Engineer WIP

Designs autonomous systems that perceive, reason, plan, and act. Specializes in agent loops, memory, tool use, and evaluation.

Data Analyst WIP

Lives in SQL and BI tools. Turns operational data into dashboards, reports, and answers the rest of the company can use.

Data Scientist WIP

Asks the right questions, runs the right experiments, and turns data into decisions the business can act on.

ML Engineer WIP

Trains, deploys, and maintains models in production. Bridges Data Science and SWE.

MLOps Engineer WIP

Builds the platform every other ML role runs on. CI/CD, infrastructure, observability, and cost control for machine learning.

ESC
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