Past success points toward future possibility.
Healthcare will not be transformed by replacing human connection but by amplifying it. Patients deserve more than efficient processing. They need rapid, accurate diagnoses from doctors who have time to listen. They need advanced care delivered with genuine attention.
Antimicrobial resistance prediction exemplifies this vision. Currently, patients wait days for culture results while infections advance. Doctors prescribe antibiotics based on probability, not certainty. AI applications using rapid diagnostic and genomic data can predict resistance patterns earlier than culture-based methods. This enables more targeted empiric therapy and better antimicrobial stewardship. When sepsis doubles mortality risk every hour, speed equals survival.
The products I build reveal patterns invisible to human perception. They predict complications before symptoms manifest. They personalize treatment when protocols fail. Yet humans remain central, making the decisions only humans should make.
I translate between worlds. I ensure AI solutions address actual clinical workflows. I build products that function at 3 AM with skeleton crews. I remember that every data point represents someone's parent, child, or partner awaiting answers.
“Technology should give healthcare professionals their humanity back: the time and tools to treat patients as people, not cases.”