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BioLLM mechanisms: Intestine and Pancreas
Frozen two-tissue datasets, scratch 1-layer Geneformer/scGPT and simple controls, plus full metrics and provenance.
System One fraud detectors (FDB)
System One (Laya + LoRA + decision head) stacked on gradient-boosted trees, one model per Fraud Dataset Benchmark set.
BioLLM mechanisms: Intestine and Pancreas
Frozen two-tissue datasets, scratch 1-layer Geneformer/scGPT and simple controls, plus full metrics and provenance.
System One fraud detectors (FDB)
System One (Laya + LoRA + decision head) stacked on gradient-boosted trees, one model per Fraud Dataset Benchmark set.