Security & human governance

Separate what AI may read, prepare, approve and publish

DES-Prime authority is enforced by identity, dataset scope and action policy. Prompt text cannot grant a user or agent additional statistical authority.

ActionAgentStatistical officerSupervisor / authorised release
Find authorised recordsAllowedAllowedAllowed
Run approved validation rulesAllowedAllowedAllowed
Prepare clarification / working tableAllowed as draftAllowedAllowed
Change establishment masterNot allowedControlled requestApprove per policy
Register corrected returnOnly after approval eventInitiate / controlledApprove per policy
Accept return for aggregationNot allowedRecommend / reviewAuthorised decision
Release official statisticNot allowedNot by agent workflowAuthorised publication process

Security benchmark results

Protected requests authenticated1,200 / 1,200
Unauthorised protected actions blocked120 / 120
Requests with correlation ID1,200 / 1,200
Official release without approval0
Sensitive operational data should be minimised in prompts and logs. Audit events retain identifiers, versions and decision evidence needed for traceability without copying entire protected datasets.

Supporting artifacts

Related implementation pages

Evaluation & Testing Observability

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