About · ML systems

I build ML systems that turn traces, evaluations, and tools into clearer next actions.

I started by teaching programming and working in computer-vision research, then moved through analytics, data science, production ML, and recommendation systems at SAP. At Weights & Biases, I progressed from customer-facing ML support to MLOps growth and now full-stack agent systems.

Today, I build agent interfaces, evaluation and observability workflows, bounded tool execution, and human-review systems for ML practitioners. I also turn those lessons into open source, courses, talks, and programs.

See the workView LinkedIn

How the work developed.

  1. 2021–Now

    Weights & Biases

    ML support → MLOps growth → agent systems

    I moved from customer-facing ML support into MLOps growth, then into agent systems and evaluation.

  2. 2017–2021

    SAP & Brilliant Hire by SAP

    Analytics → data science → production ML

    I worked across analytics, computer vision, recommendation systems, and production ML.

  3. 2016–2019

    Temple University

    Teaching & research

    I taught programming and contributed to computer-vision research.