works on
agent self-evolution 1evidence recalibration 1harness optimization 1historical experience 1large language models 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.MA2026

DREvo: Distilling Recalibrated Historical Experience for Harness Self-Evolution

Hanghui Guo, Weijie Shi, Zhangze Chen +6

The paper introduces DREvo, a method that improves the self‑evolution of large‑language‑model agents by dynamically reassessing and recalibrating historical trial experience to gui…