Historia statum mutat, non regulam.

My scientific trajectory

I am a caregiver looking for answers for my family. With thirty years spent integrating complex systems, I turned to the tools we now use every day—including AI—to help me search across disciplines I could never have navigated alone. I believe one of the greatest existential risks AI poses to humanity is epistemic deskilling: that we may someday forget how to independently test, reproduce, and challenge what the machine tells us. If you are a researcher working in trajectory modeling, observability, dynamical systems, systems immunology—or you simply think this way—I would be grateful to hear from you, because your expertise is needed. I am still looking for my family's pump handle.

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