Dev Tools · 55m ago
Expire AI Approvals When Evidence Changes, Not Session Ends
A reviewer approved a $430 refund plan based on 12 orders, but the system later updated to 19 orders and $760. The approval remained valid because it was tied to the session, not the evidence. The article proposes versioned action envelopes that expire when material fields change, forcing re-approval with a diff.
Meridian48 take
This is a sensible design pattern for AI-in-the-loop systems, but the real challenge is defining 'material change' rules that don't cause constant re-approval or miss critical shifts.
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Expire AI Approval When the Evidence Changes, Not When the Screen Closes →
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ai-approvaldesign-patterns