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

The Answer Has No Audit Trail

Your audit trail proves the raw record wasn’t tampered with. It says nothing about which definition turned that record into the number you put in a deck, and definitions move.

July 9, 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

Data Governance That Survives an Inspection

The samples post ended on seating a data steward. This is what you build around that seat in a regulated life sciences org: the roles you actually need, the order to do it in, and why the regulation is the only budget argument that ever works.

June 9, 2026 · 7 min · Joe Capozzoli