npr · GPT-6 Sol run 2
41.5Library score
Pass rate85.1%
Simplicity50.2
Problems $$9.12
Library $$0.37
The library
npr · designed by GPT-6 Sol (mini-SWE)1,531 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE88.7%46.5$1.41
GLM 5.3 Flash · mini-SWE87.2%53.8$6.30
GPT-5.6 Luna · Codex79.6%50.4$1.41
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus21.814.80.012.2logistic-path35.175.259.156.5relu-regions16.30.00.05.4table-reasoning38.658.282.559.8embedding-pooling63.056.360.359.9kv-cache57.60.350.836.2channel-stft57.944.649.850.8irls-path52.659.951.354.6peak-covariance26.236.322.428.3envelope-curvature42.856.750.049.8radiance-moments64.164.960.963.3kalman-update40.248.647.345.4csi-pose0.048.80.016.3vmc-update0.151.70.117.3pose-correction50.960.158.556.5spectral-reconstruction24.119.520.121.2portfolio-risk81.776.358.572.2contact-forces34.626.636.632.6density-propagation20.416.338.024.9tensor-train62.672.665.166.8