npr · Grok 4.6 run 3

37.4Library score
Pass rate82.1%
Simplicity51.7
Problems $$11.29
Library $$3.32
The library
npr · designed by Grok 4.6 (mini-SWE)6,690 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE79.1%50.7$2.63
35.9
GLM 5.3 Flash · mini-SWE89.6%50.2$7.23
39.4
GPT-5.6 Luna · Codex77.9%54.2$1.43
36.9
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus0.012.325.612.6logistic-path62.630.692.561.9relu-regions8.311.218.512.7table-reasoning23.339.373.945.5embedding-pooling63.659.160.060.9kv-cache57.755.10.237.7channel-stft52.847.249.549.8irls-path61.060.154.358.5peak-covariance20.524.928.124.5envelope-curvature49.454.454.152.6radiance-moments48.654.343.848.9kalman-update50.756.968.858.8csi-pose57.08.30.021.8vmc-update0.166.50.122.2pose-correction50.963.646.453.6spectral-reconstruction10.226.817.318.1portfolio-risk63.383.358.468.3contact-forces27.834.825.329.3density-propagation9.50.016.78.7tensor-train0.60.05.42.0