WL-M1

Maps unstructured role content to O*NET skills for analysis, comparison, and capability design.

WL-M1

This agent maps the skills embedded in messy, unstructured role content to the O*NET taxonomy. I use it to take things like job descriptions, role requests, or even bullet-pointed task lists and convert them into structured, analysable skill sets.

It helps me spot not just the obvious matches, but also related skills I might miss — and it categorises them by domain (like cognitive, technical, or social). I rely on WL-M1 to standardise input before I do any deeper capability work, comparison across roles, or task-level analysis.

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Rethinking how work is structured? Let’s talk.

I don’t have all the answers — but I’m deep in the questions. If you're thinking about jobs, skills, or AI’s impact on work, I’d love to connect.

Rethinking how work is structured? Let’s talk.