T5-R4 in five minutes
Some actions are hard to undo: sending, deleting, paying, changing a record.
The loop may draft. A person approves.
Approval is a step in the trace, not a feeling.
The approver needs the draft and the passages.
This example uses no real customer and no payment.
A refund sentence stays a draft until a named role approves it. The model does not approve itself.
Sources and go deeper
- NIST AI Risk Management Framework spec last checked 2026-10
- OWASP Top 10 for Large Language Model Applications community last checked 2026-10
- Large language model — Wikipedia wikipedia last checked 2026-10