> Software Developer
You write code. AI is now part of your toolchain. Understand what it's doing, then build with it.
pathways
Choose your role. We'll show you what to learn and in what order.
technical roles
> Data Analyst
AI is your primary productivity multiplier. Understand what's happening inside the black box.
> QA / Test Engineer
AI is redefining what quality means. Get ahead of it.
> DevOps / Platform Engineer
You run AI workloads in production. Understand the systems you're operating.
> Data Scientist / ML Engineer
You know the math. Now learn the systems engineering that makes agents reliable.
> Security Engineer
AI creates entirely new attack surfaces. Learn them before the attackers do.
> Solutions Architect
Design systems that include AI components. Understand every layer.
product & design
> Product Manager
Every product roadmap has AI features now. Know what's real and what's marketing.
> UX / UI Designer
Design interfaces that wrap AI. Understand the mechanics to design better experiences.
business & operations
> Project Manager
Coordinate AI projects with confidence. Ask the right questions.
> Marketing Professional
You use AI for content every day. Understand the technology behind your tools.
> Sales Professional
Explain AI products credibly. Understand what you're selling.
> Customer Support Manager
AI chatbots are the biggest AI deployment category. Understand what they can and can't do.
> Accountant / Finance Professional
AI is automating financial analysis. Understand its capabilities and limitations.
> HR / Recruiter
AI screens resumes, drafts reviews, and evaluates candidates. Understand what it's doing.
> Office Administrator
You use AI more hours per day than the engineers do. Make it work better.
leadership
> Executive / C-Suite
Make AI investment decisions with technical confidence, not vendor slide decks.