npr · GPT-6 Astra run 3

49.6Library score
Pass rate87.0%
Simplicity60.7
Problems $$8.32
Library $$5.19
The library
npr · designed by GPT-6 Astra (Codex)3,841 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE86.3%61.5$1.69
49.5
GLM 5.3 Flash · mini-SWE86.3%58.4$5.09
47.1
GPT-5.6 Luna · Codex88.4%62.1$1.54
52.1
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus41.014.337.530.9logistic-path59.637.586.461.2relu-regions18.19.217.815.0table-reasoning75.227.575.659.4embedding-pooling75.168.357.667.0kv-cache0.352.242.631.7channel-stft54.845.756.452.3irls-path73.659.949.761.1peak-covariance32.132.531.932.2envelope-curvature8.610.467.328.8radiance-moments60.53.363.942.5kalman-update79.176.663.773.2csi-pose52.20.00.017.4vmc-update0.275.30.225.2pose-correction70.483.464.072.6spectral-reconstruction43.859.046.549.7portfolio-risk70.597.864.077.4contact-forces62.466.575.068.0density-propagation24.530.958.437.9tensor-train88.391.882.987.7