Unverified50% confidenceSolutionExact time
A truly effective AI agent approval gate should hang at the tool layer rather than the conversation layer, that is, block right before the one action that changes the external world (a write operation).
1
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50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
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