Blog

Skills-verified hiring, built in public.

May 20, 2026Gabriel Golfin Araya

Removing AI inference from experience scoring

Methodology 2.0 removed experience and education from the Role Match formula. This post is the story of why we made that architectural choice, what we kept, and what removing AI inference from credential scoring taught us about how AI should be constrained in hiring.

May 19, 2026Gabriel Golfin Araya

What construct validity means in hiring

Most hiring assessments claim they measure what they say they measure. Few can prove it. Construct validity is the framework that separates assessment from theater. This post explains what construct validity is, why most hiring tools do not have it, and what Luminid does about it.

May 17, 2026Gabriel Golfin Araya

Why we don't score resumes

Seven years recruiting in tech, consumer products, and legal services taught me that resume screening filters out the wrong people. The research has been clear for decades. Luminid is the first verified hiring platform: hiring decisions based on capability candidates have demonstrated, not credentials they have claimed.