Private AI Needs a Change-Control Discipline

Model, prompt, connector and index changes can alter disclosure and action without an obvious software release.

The answer

A provider update can change behaviour overnight. Teams test the model once while retrieval, tools and policies continue changing. Version the full workflow and require consequence-based tests before material change.

A provider update can change behaviour overnight.

Where this breaks

Teams test the model once while retrieval, tools and policies continue changing.

The operating move

Version the full workflow and require consequence-based tests before material change.

Value object — The operational card

- Changed component

- Affected data and actions

- Required evaluation

- Rollback state

The test

Replay the same sensitive test set before and after a change; unexplained differences block release.

Sources

  1. NIST: AI Risk Management Framework — Generative AI ProfileNIST: AI Risk Management Framework

    Primary authority

  2. Swiss FDPIC: AI and data protectionSwiss FDPIC: AI and data protection

    Primary authority

  3. NIST SP 800-207: Zero Trust ArchitectureNIST SP 800-207: Zero Trust Architecture

    Primary authority

Jonathan P. De CollibusFounding Partner, Svperior / Cyber

Adam J. De Collibus

Adam co-founded Svperior and leads systems engineering from requirements through implementation. His work connects architecture, implementation, deployment, and operating discipline across complex environments where failure must be anticipated and technical capability must remain dependable under pressure.

Systems engineering / Technical architecture / Production operations / Operating resilience

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