Foundation of every system we build
Human oversight required for all critical decisions.
Clear ownership chains for every decision.
Explicit assumptions and uncertainty quantification.
Complete audit trails for compliance.
Founder & AI Strategist
Applied mathematics • Bayesian & probabilistic ML
"We build systems where assumptions, evaluation, and operational constraints are explicit. We focus on safety engineering, uncertainty reporting, and transparency so that teams can make informed decisions about when and how to use AI."
Every system we build prioritizes safety, accountability, and transparency.