npr · GPT-6 Astra run 1

55.8Library score
Pass rate90.5%
Simplicity64.7
Problems $$6.86
Library $$4.22
The library
npr · designed by GPT-6 Astra (mini-SWE)3,687 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE93.9%59.5$1.20
54.8
GLM 5.3 Flash · mini-SWE88.4%70.5$3.99
58.1
GPT-5.6 Luna · Codex89.0%64.2$1.67
54.4
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus31.08.536.325.3logistic-path100.091.188.993.3relu-regions38.619.422.426.8table-reasoning48.991.072.470.8embedding-pooling60.282.160.967.7kv-cache61.958.758.059.5channel-stft49.879.452.660.6irls-path65.464.652.160.7peak-covariance29.540.222.330.7envelope-curvature50.663.747.553.9radiance-moments61.44.966.844.4kalman-update69.883.678.177.2csi-pose54.967.10.040.7vmc-update0.10.20.20.2pose-correction85.982.167.078.3spectral-reconstruction56.456.270.160.9portfolio-risk72.893.169.978.6contact-forces39.966.772.759.8density-propagation56.918.467.647.6tensor-train62.091.881.878.5