npr · GPT-6 Sol run 1
38.5Library score
Pass rate85.4%
Simplicity49.6
Problems $$7.47
Library $$0.30
The library
npr · designed by GPT-6 Sol (mini-SWE)1,390 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE94.1%50.7$1.53
GLM 5.3 Flash · mini-SWE83.4%48.8$4.58
GPT-5.6 Luna · Codex78.5%49.4$1.36
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus15.025.417.019.1logistic-path64.068.70.044.3relu-regions59.219.822.934.0table-reasoning76.838.10.038.3embedding-pooling59.865.554.359.9kv-cache66.042.949.052.6channel-stft53.952.129.145.0irls-path51.462.851.855.3peak-covariance28.627.624.326.8envelope-curvature45.55.364.338.4radiance-moments68.860.254.961.3kalman-update42.246.742.943.9csi-pose44.40.00.014.8vmc-update0.10.10.10.1pose-correction45.165.751.053.9spectral-reconstruction20.022.119.820.6portfolio-risk66.262.356.061.5contact-forces22.037.433.130.9density-propagation15.815.045.025.3tensor-train68.40.065.244.5