Unverified50% confidenceFactExact time
Read-back confirmation is an error-prevention pattern in voice user interface (VUI) design and is the implementation of the Human-in-the-Loop principle at the voice interaction layer.
1
Sources
50%
Confidence
Long-term
Relevance
10/2/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAn explicit verbal confirmation loop design—where the agent recaps key information and requires a clear user response before executing sensitive operations—can restore authorization as a discrete, recognizable intent signal, but at the cost of conversational fluency.68% similarUnverifiedOpenAI's new model adopts an end-to-end voice architecture that directly takes audio as input and output, skipping the intermediate text conversion step.65% similar
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