npr · GPT-5.6 Sol run 3
42.8Library score
Pass rate92.0%
Simplicity49.6
Problems $$9.75
Library $$1.00
The library
npr · designed by GPT-5.6 Sol (Codex)1,873 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE89.7%49.9$1.76
GLM 5.3 Flash · mini-SWE94.2%48.4$6.39
GPT-5.6 Luna · Codex92.0%50.5$1.60
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus34.712.227.424.8logistic-path78.959.275.271.1relu-regions13.013.319.315.2table-reasoning77.847.768.264.6embedding-pooling57.079.358.564.9kv-cache48.954.053.052.0channel-stft43.941.646.043.9irls-path57.753.554.755.3peak-covariance21.325.629.325.4envelope-curvature49.17.268.541.6radiance-moments66.555.414.845.6kalman-update43.744.743.343.9csi-pose48.652.048.149.6vmc-update0.156.20.018.8pose-correction49.749.844.247.9spectral-reconstruction20.618.518.019.0portfolio-risk66.577.770.771.6contact-forces34.334.026.931.7density-propagation22.916.741.427.0tensor-train0.974.651.942.5