HypothesisAI generates candidate materials
Models read chemistry literature and simulations, then propose compounds with target properties.
PlanAI designs synthesis routes
For each candidate, models select which materials to mix, set temperatures and pressures, specify timing, and identify measurements for success detection.
ExecuteRobots run experiments
Robotic system mixes powders, controls heating and pressure precisely, and runs instruments like spectrometers in real time, collecting raw data continuously.
LearnUnique data refines models
Experiment results (including failures) generate data unavailable elsewhere. AI incorporates findings and proposes better hypotheses for the next round.