npr · Opus 5.5 run 1
63.0Library score
Pass rate95.6%
Simplicity67.1
Problems $$9.13
Library $$9.14
The library
npr · designed by Opus 5.5 (mini-SWE)8,529 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE98.3%65.7$1.57
GLM 5.3 Flash · mini-SWE94.6%68.4$6.01
GPT-5.6 Luna · Codex94.0%67.1$1.55
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus35.614.823.324.6logistic-path100.098.582.493.6relu-regions12.220.326.919.8table-reasoning100.088.3100.096.1embedding-pooling61.057.183.167.1kv-cache58.763.566.162.8channel-stft50.447.950.549.6irls-path64.773.854.964.4peak-covariance21.91.133.518.8envelope-curvature57.153.150.253.5radiance-moments58.773.768.967.1kalman-update88.392.486.289.0csi-pose63.276.20.046.5vmc-update74.286.750.870.6pose-correction83.189.487.286.6spectral-reconstruction63.342.664.656.8portfolio-risk84.299.676.386.7contact-forces58.176.370.168.2density-propagation26.530.562.539.8tensor-train96.098.798.597.7