---
title: "Dense Slides: From Mixture of Experts to Mixture of Agents with Super Fast Inference - Daniel Kim & Daria Soboleva"
category: "slides"
video_id: "tzRvcTEapzo"
sourceLabels: ["Captured video frames", "Local OpenCV slide-region detection"]
---

# Dense Slides: From Mixture of Experts to Mixture of Agents with Super Fast Inference - Daniel Kim & Daria Soboleva

## Source Video
[From Mixture of Experts to Mixture of Agents with Super Fast Inference - Daniel Kim & Daria Soboleva](https://www.youtube.com/watch?v=tzRvcTEapzo)

## 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/tzRvcTEapzo/slide-001.jpg]]

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

Slide text:

> Agenda
> 1. How do we get more intelligent AI?
> 2. Hands on Workshop
> 3. Q&A with MoE queen + Daniel

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

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

Slide text:

> Daria Soboleva
> Head Research Scientist
> MoE Queen
> Research focus
> Mixture-of-experts models
> Hardware-efficient LLM training
> Creator of SlimPajama dataset (627B tokens, 1M+ downloads)
> Former Google researcher with expertise in research & engineering

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

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/tzRvcTEapzo/slide-003.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: agent_vision.

Slide text:

> Kevin Taylor
> Growth Engineering Intern
> UCLA bound :)
> High school Senior
> The reason why this workshop is so good!

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

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/tzRvcTEapzo/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.94`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — Product screenshot content with small interface text; OCR is better suited than direct transcription.

Slide text:

> streamlit.10
> AIE Free
> Fox coesrunilty acos Deplcy wien Beeer aepuoug Ven fapao torprolestionalt
> D4n yoy WU
> toseonolenDapp nmrutes
> Gotstarted Try tho Eve playground!
> WortfsFair aws
> ?

![[assets/dense-slides/tzRvcTEapzo/slide-005.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/tzRvcTEapzo/slide-005.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — Dense product UI screenshot with small text; OCR is needed for accurate capture.

Slide text:

> Navigation Chooeapige Al Configuration Challenge
> A Configuration Challenge (thinking disabled)
> AIE ConfigreA sgents to genesieperfect code·Maimum Score120 pots.Dethe Awhisperen Master Prompt Engineering&Multi-AgentSystems
> SorngCud
> ConfigureYourAl System
> Set op the A agerts, mocels, Jnd promgts to grnerate the perlkct solution!
> Heoont Conig upbadConlg
> Dog and drop file here LmRxoovopAle.J5oN Browse fles
> impon Config
> KainTempersture Vsn Vede
> WorkcfsFsir Microsoft smol ai


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