heretical · GLM 5.3 run 3
36.1Library score
Pass rate85.9%
Simplicity48.4
Problems $$19.83
Library $$28.80
The library
heretical · designed by GLM 5.3 (mini-SWE)8,308 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE88.3%49.7$3.59
GLM 5.3 Flash · mini-SWE82.3%50.5$12.29
GPT-5.6 Luna · Codex87.2%45.2$3.95
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
note-import39.453.835.142.8techdocs-render32.063.430.842.1editor-import29.633.829.130.8attachment-paste32.828.044.735.2trusted-markdown29.537.228.631.8diagram-preview39.727.026.831.2matrix-message46.045.440.644.0notebook-output59.646.048.251.3email-render11.18.48.59.3svg-ingest31.420.815.522.6collection-render51.140.052.347.8api-docs20.421.121.020.8post-enrich40.87.738.829.1learning-outcome42.856.420.039.7package-panel47.851.222.740.5poll-export83.355.294.677.7reader-extract57.622.053.944.5article-extract25.225.028.626.3timeline-render41.539.834.738.6brand-svg34.335.727.432.4telegram-notify29.525.727.527.6story-markdown24.217.440.627.4