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Nvidia's SoL-Pi system cuts coding agent token usage nearly in half by optimizing the harness

Nvidia's SoL-Pi system cuts coding agents' token usage by up to 49 percent with little change in performance by optimizing the control layer, or harness, between the model and its environment, according to The Decoder. A research agent tested 152 approaches across more than 3,000 runs to develop the system, though the gains were smaller on other benchmarks.

by read1 min views3 publishedSep 26, 2026

SoL-Pi cuts coding agents' token usage by up to 49 percent with little change in performance by optimizing the control layer between the model and its environment. A research agent tested 152 approaches across more than 3,000 runs to develop the system, though the gains were smaller on other benchmarks.

The article Nvidia's SoL-Pi system cuts coding agent token usage nearly in half by optimizing the harness appeared first on The Decoder.

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