AI-assisted coding is genuinely useful until the moment it isn’t, and the problem is you won’t see that line coming until you’ve already crossed it.

The enterprise world is just now discovering what homelab people figured out years ago: renting compute you can own is a bad deal. We weren’t ahead of the curve. We just couldn’t afford to be wrong.

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

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.

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.

The skills that kept you employed in 2005 aren’t the ones keeping people employed in 2025. Some of that shift is obvious. The part nobody talks about is more uncomfortable.