My scientific trajectory

I am a caregiver looking for answers for my family. With thirty years spent integrating complex dynamical 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.

Close-up of a middle-aged man with light brown hair and beard wearing a white shirt and black blazer, smiling against a black background.