The approach
From policy to proof.
Governance becomes useful when it can run alongside the thing it governs. AI Gov Ops helps teams turn intent into checks, signals, and a clear way back when something drifts.
A working loop
Controls should travel with the system.
01
Name the intent
Start with the behavior you need to protect: who can use the system, what it may do, and which decisions stay human.
02
Compile the rule
Translate the policy into a versioned control that can run in a pipeline, be reviewed like code, and change without losing its history.
03
Carry the evidence
Keep a durable record of model and version, inputs, outputs, approvals, and control results — legible to operators and auditors alike.
04
Recover deliberately
When a signal crosses the line, make the safe response known: pause, route, review, remediate, and prove the return to service.
The open-source toolkit
Small tools. A shared language.
Apache-2.0 building blocks for teams that want governance to be inspectable, portable, and practical.
Beacon
Signs the evidence. A durable attestation that the right control ran against the right thing.
Umbrella
Compiles the intent. A bridge from governance language to executable operational controls.
Lantern
Reads it back. A clear view into what is governed, how it is behaving, and where attention belongs.