Ai-Tooling

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.

Enterprise data strategy has moved its destination from ‘break the silos’ to ‘vectorize everything.’ The step in between is the layer that makes vectors actually work, and it’s the one most roadmaps quietly skip.

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.

Code generation is a commodity. The defensible value is knowing whether the output is safe to ship, and almost nobody is building for that.