#co-evolution

2 articles

01 ·Evaluation & Judging·★ MEMBER·PAPER·12 min read Self-Improving AI — Self-Play, Co-Evolution, and Generated Curricula What has to be true for a model to get better without anyone adding data? This article pulls three conditions out of AlphaZero's self-play, shows exactly which one breaks first for language models, explains how co-evolution and generated curricula try to patch the gap, and ends with why self-improvement claims are unusually easy to evaluate wrong. 02 ·Agents·FREE·PAPER·9 min read Paper Explained: Co-Evolution in Agentic Systems — Three Stages Toward Self-Directed Evolution Why do agents that are supposed to keep improving after deployment hit a ceiling? A ground-up walkthrough of a survey that organises the field into three stages — evolving peers, evolving environments, and an evolving evolution mechanism — with the defining equations, representative methods, and the open problems in evaluation and safety.