About

About

I am a software engineer moving deeper into machine learning engineering. My work tends to sit where systems, data, product constraints, and operational risk meet.

01

I study the domain before treating implementation as the hard part.

02

I break ambiguous problems into smaller systems that can be shipped, observed, and improved.

03

I use AI heavily, but I do not treat prompting as a substitute for architecture, evaluation, or ownership.

04

I care about the connection between technical decisions and business risk: fraud, credit, reliability, cost, and operational clarity.