The Approach

The Quiet Build is a technical archive dedicated to the intersection of MLOps architecture, foundational system design and a ground for building intentionally.

I believe in:

  • Quality over Hype: Moving past the “newest” tool to understand the underlying architecture.
  • Intentionality: Building one robust project at a time to ensure depth and durability.
  • Robustness: Creating systems that are sustainable, maintainable, and well-documented.
  • Applied Learning: I believe the best way to master complex systems is to build them. This archive is a transparent record of that education, where I will document newly acquired knowledge as I work to bridge them with my current experience.

2026 Focus

I am taking a deep dive into ML Systems Design and applying those principles to a Family Heritage MLOps Platform. This project uses a serverless GCP stack to digitize and archive family history, creating an intelligent interface that allows for deep exploration and discovery across historical records.

The Methodology

This blog will be a “lab notebook” for my transition into senior-level MLOps engineering, documenting not just the final code, but the thought process in designing systems, my architectural decisions and the failures along the way.