This is a preprint describing a software framework and engineering approach with empirical results on benchmarks and proprietary business scenarios, but without peer review, clinical outcomes, or independent validation of the claimed efficiency gains.
Reported
Label efficiency10%
Data efficiency (relevant data re…13%
Convergence step reduction (selec…63–75%