Technical Audits for AI-Generated Code
Why AI-generated code needs structured review — and the four-point checklist I use before anything reaches production.
Founder of Zetmel, an AI-accelerated software engineering studio. 15+ years of full-stack development, project leadership, and startup co-founding.
Work directly with a senior engineer on product development, recovery, modernization or technical review.
Design and build web applications through a structured, human-led process that uses AI for faster research, planning, implementation and review.
Audit an incomplete or unstable product, identify the gaps and execute focused recovery sprints to move it toward a credible release.
Move legacy interfaces and systems toward maintainable modern architecture without ignoring business continuity.
Get an experienced assessment of architecture, code quality, technical risk and the path to completion.
Create internal tools, libraries and specialist software when standard products don't fit the workflow.
Architecture decisions, code review, mentoring and engineering standards for teams that need senior direction.
Absolutely perfect! Where others were intimidated, this guy tackled my task, saw through the noise and came up with a very elegant solution. Highest recommendation as a technologist and as a cooperative partner.
Ken
Client
It was a complete joy working with him, and I recommend him wholeheartedly. The best part is his attitude — 'Consider it done'. His work exceeded my expectations.
Mike
Client
Enterprise commerce, full-stack architecture, local AI experimentation, and developer-tooling projects that show how I approach complex problems.
Leading the frontend delivery and launch of a Bundle SKU feature for a Fortune 500 technology company's B2B commerce platform.
A compact, schema-aware template language I designed and built with a custom parser, built-in linter, and dedicated tooling for Visual Studio Code and CodeMirror.
Establishing and optimising local LLM environments for AI-accelerated software engineering — from model evaluation to structured prompting.
A full-stack education CRM and institutional operations platform architected during the early JavaScript SPA era — with a custom frontend platform, reusable widgets, metadata-driven administration and a modular Symfony backend.
My career spans startup product suites, international client work, technical consulting, team leadership and a large-scale commerce modernization at a Fortune 500 company. Based in Puttalam, Sri Lanka.
Today I'm rebuilding Zetmel around AI-accelerated product engineering. The tools are new, but the responsibility is the same.
More about meA few things about me.
15+ Years Experience
Fortune 500 Delivery
Open Source Creator
Based in
Puttalam, Sri Lanka
Why AI-generated code needs structured review — and the four-point checklist I use before anything reaches production.
Breaking AI-assisted coding into Plan, Scaffold, Implement, and Audit stages — and why this approach produces better results than single-shot generation.
Combining Arduino controls, custom mechanics, serial communication, PC integration, and a real-time dashboard to build a DIY driving simulator for under $50.
Share what you are trying to build or improve. I'll help identify the clearest engineering path forward.
Share what you are trying to build or improve. I'll help identify the clearest engineering path forward.