6.3 · Expert level

Monitoring, drift and continuous governance

Version models, requests, sources, configurations and evaluations. Changes to a provider, documents or user habits can alter behaviour. Monitor quality by scenario, incidents, latency and costs, using logs that do not expose personal data unnecessarily.

Assign owners, periodic reviews, access management, incident response and criteria for pausing or rolling back. Drift means relevant changes in data or the relationships observed; not every performance decline has the same cause. Investigate before adjusting, and revalidate controls after changes.

ILLUSTRATIVE EXAMPLE

After an update, answers without sources become more common. Compare versions, documents and request profiles. If the criteria are no longer met, narrow the scope or roll back while investigating.

A system approved today must continue to demonstrate its suitability tomorrow.

Try it yourself

Conduct an architecture review: draw data flows and trust boundaries, list permissions and external effects, propose adversarial tests, and define monitoring, owners, rollback and incident response. Request independent review.

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