| Rank | Builder | Score | Accuracy |
|---|---|---|---|
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Scoring is objective-first. The largest share of every score is detection accuracy (F1 measured against a held-out ground truth), whether the pipeline actually runs end-to-end, and process integrity (real commits, logs and an honest build trail). Hard integrity gates apply to anything fabricated, hard-coded or plagiarised. Final standings are confirmed on stage on event day.