Open questions I’m working through

“How can we build an agentic AI system that recommends biopsy when clinical evidence is incomplete or conflicting?”

Policy-orchestrated specialist agents for prostate-cancer decision support

“Can biological knowledge guide pretraining for metastasis prediction?”

A clinically-informed peritumoral masked autoencoder for axillary lymph node status

“How can we compress an ultrasound foundation model without sacrificing diagnostic accuracy?”

A 5.7M-parameter ultrasound encoder for point-of-care deployment

“Can a transformer segment tumours without a decoder?”

A decoder-free soft-token segmenter for point-of-care breast ultrasound

“Can we build fair models without erasing meaningful biological differences between populations?”

Wavelet-domain adversarial adaptation for cross-cohort segmentation