Lowering your AI exposure score is a structured process: read your current graph, identify which skill clusters are driving the exposure, find adjacent lower-exposure capabilities you can build toward, and re-measure. This article explains the loop.
A résumé condenses your career to a document designed for skimming. A graph CV makes the structure of your work visible — the skills, how they connect, where they came from. This article explains the practical differences and who each format serves.
One-shot AI-risk scores are free, quick, and widely available. They are also static snapshots of a generic occupation code — not your specific skill mix, not updated as AI capability changes, and not actionable without more structure. This article explains what they can and cannot tell you.
AI exposure is a 0–1 measure derived from occupational task overlap with AI capability, not a judgment about your future. This article explains what it captures, where the number comes from, and the practical steps that move it.