---
title: "Dense Slides: Building voice agents with OpenAI — Dominik Kundel, OpenAI"
category: "slides"
video_id: "iXhba366fQc"
sourceLabels: ["Captured video frames", "Local OpenCV slide-region detection"]
---

# Dense Slides: Building voice agents with OpenAI — Dominik Kundel, OpenAI

## Source Video
[Building voice agents with OpenAI — Dominik Kundel, OpenAI](https://www.youtube.com/watch?v=iXhba366fQc)

## Method
This deck is slide-only. The existing captured video frame set supplies candidate frames, then local OpenCV rejects sponsor/title/speaker-only frames, crops visible slide surfaces, deduplicates, and saves the cropped slide images.

## Cropped Visible Slides
![[assets/dense-slides/iXhba366fQc/slide-001.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/iXhba366fQc/slide-001.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: agent_vision.

Slide text:

> #workshop-openai-voice-agents
> Starter repository
> https://github.com/dkundel-openai/aie-voice-agents-workshop
> Documentation
> https://openai.github.io/openai-agents-js/

![[assets/dense-slides/iXhba366fQc/slide-002.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/iXhba366fQc/slide-002.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: agent_vision.

Slide text:

> Voice agents provide a wide range of benefits
> • More flexible than traditional IVRs (no need to outline complex phone trees, multilingual). Let human agents focus on complex cases
> • Makes your AI more accessible to broader parts of the population
> • More information dense and personalized than just text by introducing emotions
> • Can act as an API to the real-world by leading conversations with other businesses

![[assets/dense-slides/iXhba366fQc/slide-003.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/iXhba366fQc/slide-003.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: agent_vision.

Slide text:

> building voice agents
> Start small with a clear goal
> Build evals and guardrails early. Collect feedback
> Customize and create a personalized brand

![[assets/dense-slides/iXhba366fQc/slide-004.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/iXhba366fQc/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: agent_vision.

Slide text:

> Agents SDK automatically sends traces to the Traces dashboard in your OpenAI account
> Review conversations
> Replay audio
> Inspect tool calls


Classification audit: `raw/sources/slide-ai-classification/dense/iXhba366fQc/audit.json`