Key Update
Segment your training lake into redacted, masked, and public-ready zones, then instrument pipelines to record each transformation.
Why It Matters
Adopt a request-and-approve pattern for new datasets so security teams can vet access before provisioning sandboxes.
Operational Impact
Finally, bake evaluation suites into CI so you can catch drift and privacy regressions as models evolve.