The Lab
Where I build in the open. Experiments, teardowns, and working notes on connecting business systems, automation, and putting AI to practical use. Rough edges included.
An algorithm to detect an algorithm
An AI detector flagged one of my posts as machine-written. Here's the honest version of how I actually work with these tools, and why I stopped caring about the score.
Be the answer the AI gives
Search is becoming answers, and the new question is whether the AI names your business at all. The work to get named is mostly the boring stuff you already know.
Your notes are the AI’s memory
Everyone argues about which AI model is best. For getting real work out of one, the bigger lever is boring. It's how well your own information is organized for the AI to read.
Show it once and it remembers
The newest AI tools let you demonstrate a task once, then turn that demonstration into a reusable skill. The bar to automate just dropped. The part that decides whether it helps or hurts didn't.
Buy the outcome, not the automation
The promise that something will save you time stopped meaning anything the day everything started saving you time. What you're actually buying is money that stops leaking, a business that holds steady on a bad day, and one less thing hanging over you.
The benchmark winner might be the wrong model for you
Every few weeks a new AI model tops the charts and the internet calls the last one obsolete. The leaderboard measures something real. It just doesn't measure whether the thing will do your job the same way every time.
The job that quietly loses money
A contractor was sure he had a great year. When the books were finally reconciled, most of the profit he thought he had made turned out to have never been there.
An agent can cave if you push it once
Hand an AI agent the rules in plain English and it'll follow them, right up until someone pushes back. Real safety isn't better wording. It's a few things the agent flat-out can't do.
Why speed to lead is an unfair advantage
Two contractors who will never meet run the same playbook. Answer in seconds, follow up until you get a yes or a no, and let software do both. Here is how the wiring actually holds.
Zero employees, a seven-figure bill
A company reportedly reached an eight-figure run rate with nobody on payroll and an agent picking the next move. The number that didn't make the headline was the monthly bill.
Nothing typed in twice
The most expensive software problem in most small businesses isn't a missing tool. It's the same information being typed into two of them.