At micro1, I graded LLM answers to clinical questions against accuracy, patient safety, and guideline criteria. I flagged unsafe recommendations and outdated guidance, then wrote physician-level test cases to expose model failures.
At HCA Florida Healthcare, I cared for hospitalized adults across the inpatient workflow, from admission through discharge. I wrote and reviewed clinical notes and handoffs, catching omissions in medications, pending results, and follow-up plans.
At Global Research Academy, I reviewed clinical evidence and conducted retrospective analyses of treatment effectiveness, safety outcomes, and adverse drug events. I also authored research materials and presented findings at CHEST and ACP conferences.
Earlier, as a Medical Officer at Nigerian Army Hospital, I delivered emergency, inpatient, and outpatient care, led malaria prevention initiatives, and assisted in obstetric and surgical care. My clinical and research work informs the safety-testing mindset I bring to AI-generated medical content.

