npr · Opus 5.5 run 3

52.6Library score
Pass rate86.8%
Simplicity64.0
Problems $$9.73
Library $$9.00
The library
npr · designed by Opus 5.5 (mini-SWE)8,059 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE84.6%61.3$1.70
49.9
GLM 5.3 Flash · mini-SWE89.0%66.5$6.34
54.9
GPT-5.6 Luna · Codex86.8%64.3$1.70
53.0
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus44.016.237.432.5logistic-path64.087.585.579.0relu-regions9.325.621.918.9table-reasoning71.347.865.361.5embedding-pooling83.378.157.272.9kv-cache64.663.654.560.9channel-stft59.263.867.363.4irls-path59.770.266.465.4peak-covariance1.134.231.622.3envelope-curvature51.08.655.438.3radiance-moments59.975.713.249.6kalman-update75.477.682.978.7csi-pose0.080.554.445.0vmc-update79.976.70.252.3pose-correction83.43.663.650.2spectral-reconstruction49.528.361.446.4portfolio-risk83.487.782.684.5contact-forces34.744.970.650.1density-propagation23.829.80.017.9tensor-train1.397.988.862.7