Known After Apply

Dry-run is the default in the operational layer I built around an unattended coding agent, and I’ve been reading more into that flag than it can deliver. A dry run is faithful up to the first side effect the agent reads the result of. After that it’s a run through a world the agent made up.

September 12, 2026 · 3 min · Joe Capozzoli

One Page From 1924

Last month’s GxP post ended on an open question about agent-written changes swamping per-change assurance. Manufacturing hit that wall a hundred years ago and wrote down its answer, and the answer has an entry fee agent pipelines can’t pay yet.

August 15, 2026 · 4 min · Joe Capozzoli

The Diff Never Had a Price

The agent pitch prices a change by what it costs to produce. A validated GxP system never priced changes that way, and the regulated world already renegotiated the real price once, before agents showed up.

July 26, 2026 · 3 min · Joe Capozzoli

Generation Got Cheap. Review Didn't.

The pitch for autonomous coding is a multiplier on how fast you write code. But writing was never the part a human has to stand behind, and the part they do stand behind got no cheaper, and probably got worse.

July 18, 2026 · 4 min · Joe Capozzoli

Agents Don't Read the Glossary

When an agent generates a query, it binds to the column name, not the steward’s definition. A misleading name used to be a nuisance a new hire tripped over once. Now it’s a hazard that ships the wrong number every run.

July 2, 2026 · 3 min · Joe Capozzoli

The Agent Is a Custodian, Never an Owner

The whole agent-reliability project is trying to engineer the one thing a tool can’t have: accountability. Data governance already named this. The agent is a custodian, and we keep trying to promote it to owner.

June 16, 2026 · 5 min · Joe Capozzoli

The Agent World Is Reinventing 21 CFR Part 11

I built audit logs and self-voiding approval gates to make an autonomous agent safe to run unattended, then realized I’d rebuilt a regulation the FDA shipped in 1997. The regulated world solved agent trust before agents existed.

June 13, 2026 · 4 min · Joe Capozzoli

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 Step Between the Catalog and the Vector

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.

April 23, 2026 · 2 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