Elias Nakouzi

This work outlines a pre-registered prospective test under a shared loss and logging standard, requiring clarified measurements and records, a defined process decision and relevant outputs, credible economic inputs, and validation at the intended scale.

AI agents can now optimize chemical separations in days, not months, unlocking faster critical material recovery from complex waste streams.