About · the person behind the systems

I like hard problems with real people on the other side.

I’m Mel, a software engineer working across AI evaluation, identity, data systems, and cloud infrastructure. My best work happens when the requirements are incomplete, the production behavior is surprising, and the team needs a clear path forward.

Working principles

  1. 01Make the failure mode visible.
  2. 02Prefer reproducible evidence over confident guesses.
  3. 03Leave the system easier to operate than I found it.

Selected timeline

2025—now

AI evaluation

Building reproducible terminal-based software engineering evaluations, deterministic graders, and realistic infrastructure tasks at Snorkel AI.

2023—25

Identity & access management

Shipping enterprise identity migrations, Snowflake connectors, production diagnostics, and test infrastructure at Trivir.

2022—23

Azure cloud & developer tools

Two Microsoft internships spanning HPC telemetry, data pipelines, access-review automation, and operational dashboards.

2019—23

Applied mathematics & computer science

Studied at the University of Utah and learned to enjoy problems where the model and the implementation have to agree.

A personal build

My family came to the U.S. as refugees. Years later, code helped my mom become a citizen.

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