Hey, I'm Scott.

I've been working in technology for the past 20 years, with roles across engineering, product, and GTM. Most recently I built and ran the AI and Platform Engineering/Solutions/Operations for a hedgefund.

Latest Posts

technologyaisoftware-engineeringtesting

The Age of AI Testing

April 10, 2026

We've never generated so much code — or so much bad code. The real challenge isn't writing more, it's building the processes to separate signal from noise and graduate experiments into production-grade systems.

technologyaisoftware-engineering

AI Won't Kill Developer Jobs — But It Will Change Them

March 11, 2026

Everyone's sure AI will replace someone else's job. But what's actually happening in software development tells a very different story — one about more code, more complexity, and a shift in what it means to be an engineer.

technologyapiaimcp

When Your MCP Server Breaks Everything: A Tale of API Versioning

July 28, 2025

When an MCP server ships a breaking API change, entire AI workflows can come crashing down. Learn from the hard-won lessons of REST API versioning and discover three practical strategies to prevent your MCP server from becoming the next workflow-breaking villain.

technologyapiaimcp

MCP: The New API Layer for AI

July 4, 2025

If you've ever spent weeks integrating an AI tool with your API, only to watch it break when you update a single endpoint, you'll understand why MCP caught my attention.

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