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Nvidia researchers published SoL-Pi, a system that automatically optimizes the harness, the control layer of coding agents like Codex and Claude Code. On EdgeBench's 51 public tasks it matches Pi's performance while using 44.7 to 49 percent fewer tokens, saving an estimated $8.75 to $13.50 per hour versus native Codex and Claude Code harnesses.
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