Sapient Open-Sources PRAXIST: 49 Gold Medals on MLE-bench, Beating Claude Opus 4.8

rohanpaul_ai · x · 2026-08-28

Sapient Intelligence released and open-sourced PRAXIST Beta, an autonomous R&D system. It runs parallel "Research Peers" and stores findings, failures, evidence strength, and lineage in a shared research graph, letting later experiments reuse validated mechanisms, retest weak claims, and combine discoveries across branches — carrying experimental evidence across generations.

On the full 75-task MLE-bench, PRAXIST on deepseek-v4-pro earned 49 gold and 60 total medals, beating Claude Opus 4.8's 34 gold / 55 total. In partner environments it achieved a 100% safe-landing rate in rocket simulation and cut accumulated error in an industrial SLAM system from 9.37cm to 5.01cm, with measurable gains in robotics control and quantitative finance.

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