kapynDev Tools

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

Nvidia’s SoL‑Pi system slashes coding agent token usage by up to 49%. It optimizes the control layer between the model and its environment, achieving the reduction after testing 152 approaches across more than 3,000 runs. The improvement can lower costs and improve efficiency for developers building coding agents, though gains on other benchmarks are smaller.

The Decoder·Sep 26, 2026

Opening Kapyn…