Writing about test engineering, product building, and the journey from idea to shipped product.
How I built and shipped MedSBOM — a free, open-source tool that turns raw SBOM scans into FDA-submission-ready documentation in seconds, not weeks.
An AI-powered system that turns failing Jenkins tests into fully-structured JIRA bugs automatically — 30× faster than manual triage.
A deep-dive into realistic workload simulation, adaptive polling, and 95% API reduction at scale.
How I proved Jenkins pipeline reliability with entry/exit criteria for MedTech release decisions.
How MedTech discipline gave me the foundation to ship a construction management SaaS.
How I built a patient recovery platform at JNJ Hack4Health that surfaces escalation signals after surgery.
Why I'm documenting every product I build — the decisions, the failures, the architecture.