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Recursive self-improvement through collective intelligence

Multi-Agent Self-Supervision (MASS)

pub.sakana.ai

October 11, 2026

11 min read

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53/100

Summary

To advance beyond humanity's accumulated knowledge, AI itself (the optimizee) may also be its best available optimizer and evaluator. MASS repeatedly optimizes multi-agent workflows, then distills collective intelligence from multi-agent systems and uses it as a self-supervision signal for RSI. It improves score per output token over the base model on research benchmarks. We hope MASS contributes ...

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