8 YEARS OF
EXPERIENCE
8 YEARS OF
EXPERIENCE
8 YEARS OF
EXPERIENCE
Experience building decision-critical systems under real-world constraints
My experience spans AI-enabled products in healthcare, robotics, and enterprise systems where decisions carry real operational and safety consequences.
I have been accountable for framing ambiguous problems, defining human–AI boundaries, and delivering systems teams can trust in live operating environments.
Experience building decision-critical systems under real-world constraints
My experience spans AI-enabled products in healthcare, robotics, and enterprise systems where decisions carry real operational and safety consequences.
I have been accountable for framing ambiguous problems, defining human–AI boundaries, and delivering systems teams can trust in live operating environments.
Experience building decision-critical systems under real-world constraints
My experience spans AI-enabled products in healthcare, robotics, and enterprise systems where decisions carry real operational and safety consequences.
I have been accountable for framing ambiguous problems, defining human–AI boundaries, and delivering systems teams can trust in live operating environments.
