Notes and build logs
Writing about test engineering, building products, and taking ideas all the way to shipped.
- LaunchMedSBOM — I Built the Missing Open-Source FDA Compliance Tool and Shipped It to PyPIHow I built and shipped MedSBOM — a free, open-source tool that turns raw SBOM scans into FDA-submission-ready documentation in seconds, not weeks.
- EngineeringHow I Built AI Bug Analyzer — From Test Failure to JIRA Bug in 60 SecondsAn AI-powered system that turns failing Jenkins tests into fully-structured JIRA bugs automatically — 30× faster than manual triage.
- EngineeringHow I Built a Performance Framework That Scales to 75K DevicesA deep-dive into realistic workload simulation, adaptive polling, and 95% API reduction at scale.
- EngineeringPipeline Qualification: Making CI/CD Reports TrustworthyHow I proved Jenkins pipeline reliability with entry/exit criteria for MedTech release decisions.
- LaunchWhy I Built Vystra Build — From Architect to Product BuilderHow MedTech discipline gave me the foundation to ship a construction management SaaS.
- HackathonVision Beyond the OR — Post-Operative Recovery CompanionHow I built a patient recovery platform at JNJ Hack4Health that surfaces escalation signals after surgery.
- EngineeringBuilding in Public: The Vystra ApproachWhy I'm documenting every product I build — the decisions, the failures, the architecture.