The Harness That Forgets

Birgitta Böckeler’s harness-engineering framework treats iteration as human work. Someone watches, notices, edits the rules. That assumption breaks the moment agents run overnight. The next move is sensors with memory.

May 3, 2026 · 5 min · Joe Capozzoli

The Stack Nobody Talks About

The model is not the system. The system is everything required to make model output selectable, constrainable, auditable, and stoppable. I spent a month building that system. Here’s what it actually looks like.

April 5, 2026 · 5 min · Joe Capozzoli