Expire AI Approval When the Evidence Changes, Not When the Screen Closes
Article summary
Quick briefing — cleaned from the original RSS feed
A reviewer approves an AI-generated refund plan after seeing 12 affected orders and a $430 total. Before execution, the system refreshes its data: there are now 19 orders and a $760 total. The approval button remains green because the interface treats consent as a property of the session, not of the evidence. Approval should authorize one versioned action envelope: plan_id : refund-batch-184 plan_revision : 7 evidence_revision : orders-snapshot-31 action : issue_refunds scope : 12 orders…
1Key Takeaways
- A reviewer approves an AI-generated refund plan after seeing 12 affected orders and a $430 total.
- Before execution, the system refreshes its data: there are now 19 orders and a $760 total.
- The approval button remains green because the interface treats consent as a property of the session, not of the evidence.
- Approval should authorize one versioned action envelope: plan_id : refund-batch-184 plan_revision : 7 evidence_revision : orders-snapshot-31 action : issue_refunds scope : 12 orders….
2AIWedia Score
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that a reviewer approves an AI-generated refund plan after seeing 12 affected orders and a $430 total.
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