Markdown source

Voice Agents

Overview

Voice agents are AI systems that understand, reason, and respond through speech, often in real time. They combine speech recognition, speaker diarization, language models, tool use, dialogue state, text-to-speech, and sometimes visual or screen output.

Conference Context

They build on IVR systems, speech recognition, voice assistants, call-center automation, real-time media systems, and conversational AI. Modern multimodal and realtime models make them more fluid, but production voice still depends on latency, turn-taking, and trust.

Significance

Voice is natural for hands-free, high-attention, or emotionally sensitive workflows. It also exposes failures quickly: delays, interruptions, wrong speaker attribution, and unnatural responses break trust faster than in text.

Applied Use

Design around conversation state, latency budgets, interruption handling, speaker identity, fallback paths, and clear tool permissions. Test with realistic audio conditions, accents, overlapping speakers, and production transcripts.

Voice agents are useful in customer support, healthcare intake, sales calls, meeting assistants, field work, accessibility tools, tutoring, and companion interfaces.

Use voice when speaking is faster or more accessible than typing, or when the workflow happens away from a keyboard. Prefer text when precision, reviewability, or complex visual comparison is primary.

Design around conversation state, latency budgets, interruption handling, speaker identity, fallback paths, and clear tool permissions. Test with realistic audio conditions, accents, overlapping speakers, and production transcripts.

Voice agents are useful in customer support, healthcare intake, sales calls, meeting assistants, field work, accessibility tools, tutoring, and companion interfaces.

Use voice when speaking is faster or more accessible than typing, or when the workflow happens away from a keyboard. Prefer text when precision, reviewability, or complex visual comparison is primary.

Design around conversation state, latency budgets, interruption handling, speaker identity, fallback paths, and clear tool permissions. Test with realistic audio conditions, accents, overlapping speakers, and production transcripts.

Voice agents are useful in customer support, healthcare intake, sales calls, meeting assistants, field work, accessibility tools, tutoring, and companion interfaces.

Use voice when speaking is faster or more accessible than typing, or when the workflow happens away from a keyboard. Prefer text when precision, reviewability, or complex visual comparison is primary.

Design around conversation state, latency budgets, interruption handling, speaker identity, fallback paths, and clear tool permissions. Test with realistic audio conditions, accents, overlapping speakers, and production transcripts.

Voice agents are useful in customer support, healthcare intake, sales calls, meeting assistants, field work, accessibility tools, tutoring, and companion interfaces.

Use voice when speaking is faster or more accessible than typing, or when the workflow happens away from a keyboard. Prefer text when precision, reviewability, or complex visual comparison is primary.

Design around conversation state, latency budgets, interruption handling, speaker identity, fallback paths, and clear tool permissions. Test with realistic audio conditions, accents, overlapping speakers, and production transcripts.

Voice agents are useful in customer support, healthcare intake, sales calls, meeting assistants, field work, accessibility tools, tutoring, and companion interfaces.

Use voice when speaking is faster or more accessible than typing, or when the workflow happens away from a keyboard. Prefer text when precision, reviewability, or complex visual comparison is primary.

Design around conversation state, latency budgets, interruption handling, speaker identity, fallback paths, and clear tool permissions. Test with realistic audio conditions, accents, overlapping speakers, and production transcripts.

Voice agents are useful in customer support, healthcare intake, sales calls, meeting assistants, field work, accessibility tools, tutoring, and companion interfaces.

Use voice when speaking is faster or more accessible than typing, or when the workflow happens away from a keyboard. Prefer text when precision, reviewability, or complex visual comparison is primary.

Connections

Evidence Graph

Transcript-backed resources

Quote signals

Transcript-backed resources

Quote signals

This evidence graph consolidates scheduled talks, linked videos, transcripts, and slide-derived material connected to this topic.

Linked Sessions

Media Signals

Source Coverage

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

| Evidence type | Count | Review note |
| --- | ---: | --- |
| other | 44 | Related pages outside the main evidence categories. |
| resources | 12 | Video/resource pages; check source status before treating as primary event evidence. |
| slides | 13 | OCR or reconstructed slide evidence; mark claims as OCR-derived unless image-reviewed. |
| talks | 24 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. |
| transcripts | 1 | Transcript markdown; check session matching and caption quality. |

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed.

Talks

Resources

Slides

Transcripts

Active Use Cases