Adaptive Prompt Evolution (APE)

Context: Extension of the TADIL research line (Barcelona Supercomputing Center/Lenovo + Emory).

Adaptive Prompt Evolution (APE) enables autonomous prompt evolution for continual learning in privacy-sensitive healthcare applications:

• 99% storage reduction while maintaining 96.9% accuracy
• Published in SN Computer Science (Springer Nature), 2026

Open source: ape
Publication: Adaptive Prompt Evolution for Continual Learning in Diabetic Retinopathy Detection