How AI tools land in the workplace, what enterprise licensing actually changes, where the security boundaries live, and what leadership gets right or wrong about adoption.
Short essays, practical notes, and build breakdowns.
Self-hosting a Model Context Protocol server on a public web server exposed a problem the protocol does not solve on its own. A new NSA report describes the same gap in formal language, and here is the architecture I landed on to close it.
The number one question executives ask us about AI is whether their business data is safe. The honest answer comes down to one thing: which license your team is using.
Why employees feel the need to minimize their AI tools when management walks by, and why the companies that embrace AI will pull ahead of the ones that don't.
A look at the new auto-approval features in Claude Code and ChatGPT, and how to use them without losing the safety net.
Bypassing AI permission prompts may feel faster, but it weakens trust, audits, and safety. Scoped approvals are the better default.