npr · GPT-6 Astra run 1

52.4Library score
Pass rate88.1%
Simplicity62.7
Problems $$7.89
Library $$5.55
The library
npr · designed by GPT-6 Astra (Codex)3,941 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE85.9%62.4$1.59
50.7
GLM 5.3 Flash · mini-SWE90.1%62.1$4.71
52.3
GPT-5.6 Luna · Codex88.4%63.8$1.60
54.2
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus24.512.723.220.1logistic-path65.966.294.075.4relu-regions32.312.131.425.3table-reasoning97.143.789.276.7embedding-pooling86.765.477.876.7kv-cache57.559.565.160.7channel-stft51.856.653.854.0irls-path59.962.553.358.6peak-covariance36.148.734.639.8envelope-curvature10.79.436.518.9radiance-moments54.354.056.154.8kalman-update72.563.458.364.7csi-pose0.082.90.027.6vmc-update0.10.00.10.1pose-correction63.567.064.665.1spectral-reconstruction46.144.055.548.6portfolio-risk69.196.887.384.4contact-forces74.271.554.266.6density-propagation29.338.359.242.3tensor-train83.091.889.588.1