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Experimental algorithmic trading research system for forward Shadow testing, Binance Futures Demo execution, attribution, protection, reconciliation, and auditable strategy research. No proven edge.
Public Everything AI Co research log for Kaggle Biohub 3D cell tracking: scientific ML lessons, negative results, and publication-safe competition closeout notes.
Private Kaggle Biohub cell tracking closeout archive: 3D microscopy lineage tracking, DeepCenter/temporal-UNet/ILP notes, metric reconstruction, and reproducible scientific ML workflow by Everything AI Co.