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#alphazero
1 articles
01
2026-09-03
·
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.