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Writing

How I build with AI, make engineering decisions, and ship.

I Shipped an App with 5 Critical Security Bugs. Here's the Audit and the Fix.

My flagship app claimed 'production-grade' and had 313 passing tests. It also had a known-password backdoor and a default JWT secret in production. This is what I found when I finally audited it instead of adding features — and how I fixed it.

August 14, 2026
securityaudittestingproductionno-scratch-nav

How I Evaluate AI Output

AI writes most of my code. What makes it worth shipping is the evaluation loop around it — and that loop is the part nobody sees.

August 12, 2026
AIevaluationtestingworkflow

How I Ship Production Apps with AI as a Pair Programmer

My workflow for building full-stack applications with AI as an engineering partner — not just a code generator.

July 1, 2026
AIworkflowengineering
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