AI is now conducting entire medical research loops—from the initial proposal to the final manuscript—without any human help.
April 14, 2026
Original Paper
Camyla: Scaling Autonomous Research in Medical Image Segmentation
arXiv · 2604.10696
The Takeaway
Camyla autonomously generates proposals, executes experiments in image segmentation, and writes the complete manuscripts. This moves AI from a research assistant to an autonomous researcher, radically shifting how science can be produced.
From the abstract
We present Camyla, a system for fully autonomous research within the scientific domain of medical image segmentation. Camyla transforms raw datasets into literature-grounded research proposals, executable experiments, and complete manuscripts without human intervention. Autonomous experimentation over long horizons poses three interrelated challenges: search effort drifts toward unpromising directions, knowledge from earlier trials degrades as context accumulates, and recovery from failures coll