Business, data, and systems. Ideas shaped by practice and curiosity.
A national survey shows where businesses say they use AI. It cannot tell you which workflow will improve your organization. That distinction makes the Census Bureau’s Business Trends and Outlook Survey (BTOS) AI supplement useful. It provides a concrete starting point for investigating work—not a business case to borrow without testing. Among companies whose employees […]
I self-host Vaultwarden for password management and NetBird for private remote access. I prefer a hybrid approach. Running those services myself does not mean I want to run every service myself. Self-hosting gives me control over how an application is deployed, who can reach it, and how it fits into the rest of my environment. […]
Putting AI into a process makes it easy to make mistakes when improving it. A team can classify requests faster yet still send them to the wrong owner. It can extract information from invoices while approvals remain untouched. It can generate a better forecast without changing the decision that determines what happens next. Technology may […]
Building a dependable home lab requires shifting from ad-hoc manual tweaks to disciplined, incremental automation. Learn how to implement three high-impact automations, enforce reliability safeguards, and establish an operational baseline without compounding complexity.
