Turn your AI-generated code into production-grade software
I find what's broken, what's risky, and what will fail under load, then fix it by hand with tested, maintainable code. Backed by 30+ years in regulated, high-stakes environments.
AI-built code can pass every test and still fall over at 10x load.
AI-built code usually works for the demo. The problems show up when real users arrive.
Illustrative
Audits, fixes, design systems, and full-stack builds
Whether you need a second opinion on an AI-built codebase or a senior engineer to build alongside your team.
Vibe-Code Audits
Static analysis combined with AI-assisted review. You get a written report: what's broken, what's risky, and what to prioritize. Backed by ongoing code reviews for an offshore development team.
Cleanup & Remediation
Fixes for security, performance, dead code, and test coverage, written by hand in JetBrains tooling instead of re-prompted.
Design Systems
Component libraries, design tokens, and the documentation pipeline that keeps them from rotting. Built from zero or audited for drift. I currently lead development on one, including its move to agentic development, and have spent four years turning a designer's Figma files into production pages.
Full-Stack Development
Senior engineering across C#/.NET, Java (Spring, Hibernate, Struts), Node, Angular, React, and Vue, deployed on AWS, Linux, and Windows servers. I've also built many small-business websites with jQuery, Bootstrap, Angular Material, and Tailwind CSS, and complete e-commerce stores on X-Cart.
Agentic Development for Design Systems
I lead agentic development on a design system today. I can help your team set up the same, so your AI agents build with your design system's components and rules.
I read architecture the way AI doesn't.
AI can make the tests pass. It rarely asks whether the design will hold at 10x load. I bring OOA/OOD, GoF design patterns, and decades of judgment about when synchronous processing is the right call and when it isn't.
I've spent 30+ years building software for banking, insurance, retirement plans, healthcare, and e-commerce, where "production-ready" has a real cost. I've run it on AWS, Linux, and Windows servers. Today I'm the lead developer on a design system, leading its move to agentic development. I also build production pages from a designer's Figma files and handle code reviews for an offshore development team in Vietnam. I've been paged for what breaks at scale, so I know what to look for before it does.
The "small one-off" commissions app I built at Aon was rolled out to every client in the program and ran in production for 15 years.
The ANTLR validator I wrote at Lincoln Financial Group caught a single bad row in a 10+ million row AS/400 export and exposed an obscure bug.
Design system lead & code review
CurrentLead developer · Design system, leading the move to agentic development4 years · Production pages built from a designer's Figma filesCode reviews · Offshore development team in VietnamSysmex
HealthcareHIPAA-compliant healthcare softwareAllstate
InsuranceRoadside Services · Led API documentation for integrating third-party software with the towing dispatch systemProposed an improvement to the integration flow that corporate adoptedWorked with Google to license the Google Maps API for an Angular app that let independent towing companies receive dispatches electronicallyX-Cart store build
E-commerceServer setup and the full store built from scratchCustom skin/theme coded from a designer's PSDsSmall-business websites
WebMany sites for small companies built with jQuery, Bootstrap, Angular Material, and Tailwind CSSReact, Vue, and Angular appsLincoln Financial Group
Financial403(b) data sharing · Wrote a custom domain-specific language in ANTLR to validate exported files. It processed millions of rows in secondsCaught a single bad row in a 10+ million row AS/400 export, which exposed an obscure bugJPMorgan Chase
BankingInvestment Banking · Basel complianceTreasury & Security Services · State and federal programsAon
WarrantyLed the move from a custom in-house library to StrutsBuilt an extended-warranty commissions app for retail sales staff at national retailers. Scoped as a one-off, it was eventually deployed to all of Aon's extended-warranty clients and ran in production for 15 years
Engagement
One hourly rate for audits, fixes, and builds.
Code review retainers
Reviews within one business day · Unused hours roll over one month · Monthly summary of recurring issues





