WL-M3

Applies real-time labour market data to roles for demand signals and skill relevance.

WL-M3

This agent connects role or skill inputs to Lightcast’s live labour market data. I use it to understand how a role is positioned in the external market — what skills are in demand, what employers are calling similar jobs, and where terminology might need updating.

WL-M3 helps me bring external context into job architecture or workforce design work. It surfaces emerging skills, declining terms, and unexpected patterns that wouldn’t show up in internal data alone. It’s like a market-sensing layer I run in the background.

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Curious about the future of work? Let’s explore it together.

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.

Curious about the future of work? Let’s explore it together.