What Happens When a Senior Engineer Starts Learning AI
Twenty years of experience makes some things easier and some things harder. Here's the honest version.
Technical Architect & AI Explorer
I've spent years architecting enterprise systems — databases, integrations, and commerce platforms. Now I'm exploring the next frontier: AI. I'm learning fast, building constantly, and documenting the journey — from experiments and side projects to real-world applications starting with this Page. It is completely built using AI.
Husband. Father of three. Based near Cleveland, Ohio.
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Twenty years of experience makes some things easier and some things harder. Here's the honest version.
GPT-5, Claude Opus 4, Gemini 3, and Grok 4 all dropped within weeks of each other. Benchmarks are nearly tied. The question has shifted from which model wins to which model fits your use case.
94% of enterprises running AI agents say they're worried about agent sprawl, technical debt, and security risk. That's an architecture problem. Here's what it actually looks like to govern a fleet of agents.