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

# Reconstructed 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 reconstructed from the existing video frame captures by detecting likely slide regions with OpenCV, cropping/upscaling those regions, deduplicating similar crops, and OCRing the cropped slide images locally. It is a cleaner companion to the full-stage frame deck.

## Reconstructed Slides
![[assets/reconstructed-slides/tzRvcTEapzo/slide-001.jpg]]

- Source frame: `slide-001.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `160.14`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-002.jpg]]

- Source frame: `slide-002.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `160.41`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-003.jpg]]

- Source frame: `slide-003.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `176.17`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-004.jpg]]

- Source frame: `slide-004.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `177.66`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-005.jpg]]

- Source frame: `slide-005.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `166.59`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-006.jpg]]

- Source frame: `slide-006.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `166.83`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-007.jpg]]

- Source frame: `slide-007.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `166.36`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-008.jpg]]

- Source frame: `slide-008.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `162.23`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-009.jpg]]

- Source frame: `slide-009.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `176.19`
![[assets/reconstructed-slides/tzRvcTEapzo/slide-010.jpg]]

- Source frame: `slide-010.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `164.5`
## Dense Scene-Detected Slide Candidates
- [[youtube-tzRvcTEapzo-dense-slides]]