People often ask how transitioning from theoretical particle physics to founding an enterprise AI company makes any sense. In this episode, Ari Joury (PhD, particle physics; Founder & CEO of Wangari Global) explains why the intellectual rigor required to search for dark matter is exactly what is missing from most enterprise AI deployments today.
He discusses the “physics of enterprise AI,” the necessity of 5-sigma thinking in evaluation, and why treating AI as a complex instrument rather than standard software is the only way to survive the transition from demo to production. He also explains why deploying an LLM without causal grounding is like handing a toddler a loaded particle accelerator.
Topics covered: Particle physics, Sorbonne Université, CERN, active learning, AI evaluation, systems engineering, causal AI, enterprise AI reliability, Wangari Global origin story.
Wangari is the newsletter and podcast for practitioners and leaders navigating the real work of enterprise AI. New episodes every Friday.











