Can generated data include expired, revoked or conflicting delegations?

**Yes.** A buyer can ask for these conditions to be included and labelled, and a pilot is the place to agree how many and in what mix.

**Conditions a release could include**

- **Expired delegations.** A grant whose end date passed before the decision date. - **Revoked delegations.** A grant withdrawn by the grantor, with the revocation event recorded. - **Overlapping grants.** Two delegations covering the same person with different limits, so the agent must pick the correct one. - **Self-approval.** The requester also holds authority for the item, which policy forbids. - **Related-party conflicts.** A reviewer is linked to the supplier or customer on the request. - **Scope mismatches.** A valid grant that excludes the category, risk rating or amount of the item.

**How they would be labelled**

Each task can carry a condition tag, such as `expired-grant` or `self-approval`, along with the permitted outcomes. That lets an evaluation team report results per condition and see which failure types a model is prone to.

**Limits**

The data is generated, so the patterns reflect the design brief and the underlying observation of how businesses operate, not a copy of any real organisation's records. Inspect the sample for realism, coverage and disclosure risk before using it to draw conclusions.