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Long-Horizon Reflection

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Machine Heart
Machine Heart
Oct 26, 2026 · Artificial Intelligence

27B AREX-2 Beats 1.6T Models: Long-Horizon Reflection Unlocks Trainable RSI Path

The AREX-2 model, a 27B parameter model trained with long-horizon reflection on machine learning and algorithmic programming tasks, outperforms much larger models on benchmarks like MLE-bench and BrowseComp, demonstrating that reflective self-improvement can transfer across domains and provide a verifiable path to recursive self-improvement (RSI).

AI ResearchAREX-2BrowseComp
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27B AREX-2 Beats 1.6T Models: Long-Horizon Reflection Unlocks Trainable RSI Path