Writing

Notes from building things

Short write-ups on pipelines, tooling and what I learned shipping them.

Jan 2026

Reliable NLP Pipelines in Production

Notes from building tokenization and preprocessing workflows for HRMS datasets, focusing on stable inputs and measurable accuracy.

1 min read

Dec 2025

A simple loop for isolating defects while tutoring CS students across Java, C++, and assembly.

1 min read

Nov 2025

Lessons learned from validating REST endpoints and improving error handling consistency.

1 min read