Markdown source

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

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

• Recreated text/layout view: open HTML recreation
• 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

• Recreated text/layout view: open HTML recreation
• 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

• Recreated text/layout view: open HTML recreation
• 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!

• Recreated text/layout view: open HTML recreation
• 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

?

• Recreated text/layout view: open HTML recreation
• 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