INDEPENDENT RESEARCH PRACTICE
Studying the systems behind serious AI.
A research practice connecting management, engineering, CSCW, network science, knowledge strategy, and human-centered design—built to explain how AI becomes useful, governable, and accountable in practice.
RESEARCH BRIEFS
Three programs forming the core of the current agenda.
Current theory workNetworked AccountabilityA mechanism-based theory of how review networks determine which risks are seen, whose uncertainty is believed, whether dissent survives, and when unresolved concerns escalate.Read research briefFramework + research programRAIDopsRAIDops—Responsible AI Development Operations—is the builder-side, lifecycle-wide socio-technical framework I invented to turn responsible-AI commitments into ordinary development work.Explore the RAIDops frameworkLiterature reviewTrustworthy AI in National DefenseA Columbia research collaboration synthesizing governance, legal and ethical risk, technical assurance, human trust, and ethics-by-design across 138 sources.Read research brief
ADDITIONAL DIRECTIONS
Related inquiries remain visible in the broader practice.
CONTINUE THE CONVERSATION