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Under review · experiments ongoing

Self-Harnessing Recursive Language Models

Submitted to the NeurIPS 2026 Workshop on Meta Agents

Can a frozen recursive language model mine its own failures, rewrite its own harness, and keep working on inputs 8–32× longer than it was optimized on?

• By William Stanford, Mohammed Akram Khan Lodi, Jaloliddin Boymakhammadov, Eliaz Calvar and Simon Coumes