The labels aren’t wrong that AI music changes everything. They’re just wrong about which part of “everything” they should be worried about.

The industry spent twenty years building a mythology around who belongs in technology. Most of it was never true, and the parts that were true stopped being true a long time ago.

There’s a short list of tools I’d trust with my life, and a longer list of tools I reach for without thinking. The gap between those two lists is where most of my real opinions live.

Any tech company that makes exporting your own data difficult, confusing, or impossible is telling you something important about how they see you. Listen to them.

People hear “rural Georgia” and picture a guy fixing printers. The reality is a lot more complicated, and the gap between assumption and truth says more about the tech industry than it does about small towns.

Exchange Hybrid isn’t a migration strategy — it’s an architecture you move into and sometimes never leave. After 16 years managing it for a major health system, here’s what it actually looks like from the inside.

Systems engineers and developers aren’t just using different tools, they’re running different operating systems in their heads. The sooner both sides admit that, the better the work gets.

I run both Authelia and Authentik in production — not because I couldn’t pick one, but because I learned the hard way that they’re solving different problems. Here’s what the comparison guides won’t tell you.

I set up an auto-writer plugin to generate posts for Knuckledust Chronicles using a detailed document about my life. What I got back was technically accurate and weirdly hollow — and that gap taught me something I wasn’t expecting.

DDLs in Exchange look like they solve the membership problem automatically. They do. They just solve it on their own schedule, using logic you probably haven’t read in six months.