Tunable retrofit reconstruction / commit abb2f05Case study ↗
JLJay Lawrence

Portfolio Journal / Field notes from the work

Engineering decisions, written down.

Practical notes on AI-assisted development, frontend architecture, product judgment, privacy, and the systems that help teams ship responsibly.

01

Frontend security

Frontend HIPAA readiness: protecting PHI in the browser

What a frontend security review taught me about keeping clinical data out of telemetry, URLs, durable browser storage, caches, and unprotected deployments.

Published
Reading time
9 min read
Opens the original live article ↗
02

AI agent architecture

How we structure product data for AI agents with HIPAA in mind

How we separate the product source of truth, referral documents, AI job persistence, corrections, and PHI-safe progress across an agentic healthcare workflow.

Published
Reading time
10 min read
Opens the original live article ↗
03

HIPAA compliance

My journey learning HIPAA compliance as a software engineer

What learning HIPAA changed about the way I think about health data, product decisions, and the everyday responsibility of building software people can trust.

Published
Reading time
7 min read
Opens the original live article ↗
04

AI-assisted development

How I use AI in my development workflow as a software engineer

A practical system for using AI to understand codebases, shape ambiguous work, implement carefully, and verify what ships—without outsourcing engineering judgment.

Published
Reading time
8 min read