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Wake
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flowcytometry
aiagents
machinelearning
clinicalai
agenticai
research
GMM+Fisher Vector+SVM vs. Agentic AI: Two Philosophies of Flow Cytometry Automation
AHEAD Medicine's patented GMM→Fisher Vector→SVM pipeline achieves 98% accuracy in AML diagnosis. Flow Monkey's agentic approach reasons through novel panels without retraining. We dissect both architectures to understand where each wins — and where neither is enough.