OptimizedEdge is a physics based AI diagnostics group focused on measuring reasoning stability in artificial intelligence systems.
We do not build models. We do not fine tune models. We do not manage AI risk narratives. We measure behaviour.
Our work applies physical principles to semantic systems in order to calculate stability, drift, and coupling directly from AI outputs.
This allows AI behaviour to be audited without model access, inference control, or vendor cooperation.
"We focus on seeing structure where others see noise."

Inventor and specialist in semantic field physics.

Experienced in commercialisation planning, in regulated and compliance focused businesses

Expert in operational resilience and business development.