Welcome

I document practical AI workflows from the inside of real work—without hype, guarantees, or advice. The focus is leverage: where automation helps, where it fails, and where judgment still matters.

What you’ll find here

• Operator-grade workflows and tooling decisions
• Automation tradeoffs and failure modes
• Experiments that work (and the ones that don’t)

Who this is for

Written for operators and practitioners working inside systems. If you’re looking for shortcuts, this won’t be that. If you want grounded notes on how AI fits into real workflows, it will be.