
Code Is Still a Liability (Even When AI Writes It)
AI makes writing code practically free. But if AI is also doing the debugging, does line count still matter? Yes. In fact, it matters more than ever.

Building Data Platforms for Humans and AI
Principal engineer and cloud solutions architect with 10+ years building distributed, mission-critical data platforms. Passionate about platform architecture that empowers teams to deliver faster while reducing operational burden.

AI makes writing code practically free. But if AI is also doing the debugging, does line count still matter? Yes. In fact, it matters more than ever.

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Clean architecture. Elegant abstractions. Zero adoption. The problem usually isn't the engineering — it's that you built for an imagined user who doesn't exist.

The code rewrite took a month. The rollout took five. Here's what five months of change management on a live production system actually looks like.