Research on how AI systems decide what to trust and recommend.

I research how AI systems evaluate information, interpret context, and make recommendation decisions.

Frameworks and findings on what AI systems surface, cite, and recommend.

Portrait of David Valencia

About

Applied AI, Measured by Outcomes

I build and study AI systems through an operator lens: what works under real constraints, what breaks, and why.

This site shares the frameworks and findings behind better recommendation outcomes.