AI Code Wrangling
Your AI-generated code isn't broken. It's unowned.
What I do
Businesses are shipping AI-generated code faster than ever, but speed trades for quality. Prompts produce code that compiles but doesn't hold up: no error handling, no tests, no architecture worth maintaining. The result is technical debt that compounds faster than any human team can produce it. That's where I come in.
I audit AI-generated codebases systematically, identifying what's working, what's fragile, and what will cause problems. Then I fix the damage, not a full rewrite, but targeted remediation that preserves working functionality while replacing the fragile parts with proper architecture, error handling, testing, and documentation.
And I set up guardrails so your team can keep using AI productively without rebuilding the same mess: templates, review checklists, CI checks, and patterns that keep the codebase healthy.
How I can help
Codebase Audit
A comprehensive review of your AI-generated code. You get a clear report with severity levels, remediation effort estimates, and prioritized next steps.
Remediation & Rewrite
Targeted fixes that replace fragile code with production-quality architecture, error handling, automated tests, and documentation.
Guardrails & Workflows
Templates, review checklists, CI checks, and team patterns so AI-assisted development produces clean, maintainable code going forward.
Sounds like what you need? Book a 30-minute alignment call about your AI Code Wrangling work.