I Monitored Crime Audio. Voice Agents Scare Me More. — Sumanyu Sharma, Hamming AI
Source
youtube.com
Author
AI Engineer
Date
Context
A voice AI agentAn 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.Full definition → 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 attentionThe mechanism that lets a model weigh which earlier words matter for the word it's currently processing — the core operation of a transformer.Full definition →.
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.