Clear, practical technology insights

Developer career roadmaps

Programming Career Tracks

Choose a destination, then follow the core and recommended paths in a practical order.

400 hours

AI Engineer

Build evaluated, source-grounded, secure AI applications with reliable APIs, retrieval, observability, and cost controls.

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270 hours

Data Analyst

Use SQL, Python, statistics, and visualization to produce reproducible analysis and decision-ready reports.

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