EverMine: Dissecting the Self-Evolution of Research Capabilities in Long-Horizon Alpha Research.

arXiv:2609.33524v1 Announce Type: new Abstract: Self-evolving agents aim to turn research feedback into reusable skills, tools, and research rules. Whether these accumulated capabilities continue to improve later research requires controlled evaluation. Long-h