AI Agent Instructions Are Only As Good As Your Last Voice Note

I Built a 47-Agent AI Army. Here’s How It Actually Runs My Day.

April 9, 2026

Most IT leaders are using AI the way they used Google in 2005. Ask a question, get an answer, close the tab. I was there too, until I stopped waiting for the tool I wanted to exist and started building it. What I have now is a 47-agent workforce organized into functional teams, running on a structured Airtable operating system, and handling a meaningful chunk of my workday before I finish my coffee. This is not a chatbot habit. This is an org chart.

AI vs. Automation: What Businesses Actually Need (Hint: It’s Usually Not What They’re Asking For)

December 10, 2025

There's a growing gap between what "AI implementation" has come to mean and what actually delivers value. When I dig into what would genuinely move the needle for most businesses, the answer almost always comes back to automation: eliminating manual steps, connecting disconnected systems, and removing repetitive work. The chatbot demo is exciting. The workflow that saves your team ten hours a week is more useful.

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