Projects / Decisions / Lessons

Engineering Notes.

A closer look at the systems behind my projects: how they work, the constraints they face, and what comes next.

Retrospective ML study · Live explorer

Broward Air Quality

Building an auditable next-day PM2.5 pipeline and measuring where prediction improves on persistence.

Live adaptation

Adapting a music discovery capstone when the external API changes.

Project notes · restoration pending

A React job-search project connecting account flows with a company and jobs API.