Machine learning
Cognition.
Foundation models, signal extraction, and the learning systems that sit inside a tokamak's control loop.
Research
research →TokEye
A tool for extracting coherent and transient features from fluctuating time series—turning a crowded spectrogram into something a researcher can measure.
OracleFlow
A controlled setting for studying learning: separate ambiguity in the data from the error a model could still reduce.
Fusion World Model
A world model for fusion, built from scratch to connect diagnostic measurements, learn plasma dynamics, and support better experimental decisions.