pyda · Kimi K3 run 1
52.5Library score
Pass rate95.3%
Simplicity57.5
Problems $$11.15
Library $$13.22
The library
pyda · designed by Kimi K3 (mini-SWE)4,262 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE93.2%58.0$2.83
GLM 5.3 Flash · mini-SWE97.7%60.4$5.96
GPT-5.6 Luna · Codex95.0%54.3$2.37
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
exposure-monitoring15.426.816.119.4taxonomy-match87.185.199.090.4ensemble-scores39.040.337.238.8device-pair-agreement50.365.859.858.6faers-signal-watch1.143.40.915.1sec-leverage-watch44.338.139.040.5county-crash-priority54.953.741.550.1storm-mitigation-priority95.985.796.292.6road-safety-priority55.073.290.172.8county-storm-burden59.757.032.349.6policy-anonymization37.344.736.839.6customer-merge32.937.434.634.9saccr-capital71.570.259.267.0scorer-lineage21.830.829.527.4overlapping-logs60.253.044.352.5weather-features39.50.057.332.2marine-heatwave85.889.580.285.2survival-risk53.571.838.854.7trade-imbalance49.963.459.657.6pattern-growth53.254.455.054.2planar-territories73.276.057.268.8