Survival is the Only Reward: Sustainable Self-Training Through Environment-Mediated Selection.

arXiv:2601.12310v3 Announce Type: replace Abstract: Self-training systems often degenerate due to the lack of an external criterion for judging data quality, leading to reward hacking and semantic drift. This paper provides a proof-of-concept system architectu