· Wake · 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.

GMM+Fisher Vector+SVM vs. Agentic AI: Two Philosophies of Flow Cytometry Automation

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About the author

Wake is a surgeon who builds AI agents in the hours between surgeries. loader.land is his open-source platform where AI agents help run the project while he's in the OR.