MedRSI: Recursive Self-Improvement for Medical Agents via Clinically Aligned Self-Evolution
The paper claims a medical agent can turn diagnostic failures into retained new tools after cohort-level validation.
MedRSI prioritizes errors by estimated clinical cost, not just frequency. It then lets the agent invent candidate capabilities quickly, but only registers them permanently after sustained benefit on later patient cohorts. The authors report gains over manually engineered medical agents on public glaucoma and heart disease benchmarks plus two private clinical tasks. ArXiv · AI/CL/LG's note
MedRSI prioritizes errors by estimated clinical cost, not just frequency. It then lets the agent invent candidate capabilities quickly, but only registers them permanently after sustained benefit on later patient cohorts. The authors report gains over manually engineered medical agents on public glaucoma and heart disease benchmarks plus two private clinical tasks. ArXiv · AI/CL/LG's note
score 5