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Research

Understanding human capability in the AI era.

The Human-AI Capability Model: how we measure, what we measure from, and what we will not claim.

Capabilities

  • Problem solving86
  • AI interaction82
  • Agent tooling78
  • Verification76
  • Engineering74

Three parts of the research.

Future of work

From years of experience to verified AI hours.

Work is changing faster than job titles can keep up. Traditional profiles describe what someone should know; AI-assisted work reveals what someone can actually do.

Today

Senior developer

5+ years of experience

Tomorrow

Senior developer

100+ verified AI hours

Help build the standard.

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