Kim Hosein is a Clinical Project Manager with over a decade of experience managing Phase 1–4 clinical trials. She applies clinical research methodology — protocol design, systematic observation, falsifiable analysis, and rigorous documentation — to questions about how humans behave inside AI interactions.

Loopwork Systems emerged from the observation that the interaction layer between humans and AI systems is an unstudied field. The data generated in millions of daily AI conversations is being treated as data about machine capability. It is, in fact, an unprecedented corpus of human relational behavior — and no discipline is currently reading it correctly.

She publishes at loopworksystem.substack.com.