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I Monitored Crime Audio. Voice Agents Scare Me More. — Sumanyu Sharma, Hamming AI

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youtube.com
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AI Engineer
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Context

A voice can sound helpful while failing to complete the action a caller relies on. This talk recounts an appointment the agent said was booked, but which never appeared on the provider's schedule. That separates conversational fluency from operational reliability: a convincing confirmation can leave the caller with a false understanding of what happened.

The proposed response is ongoing monitoring across calls. Teams identify recurring failures, weigh their frequency and severity, change the system, and check whether the change introduces other problems. Listening to individual calls helps discover failure types; comparing patterns across conversations helps establish which failures deserve .

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • attention — The mechanism that lets a model weigh which earlier words matter for the word it's currently processing — the core operation of a transformer.
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