---
title: "Reconstructed Slides: Stop babysitting your agents... — Brandon Waselnuk, Unblocked"
category: "slides"
video_id: "BiG2ssibKGc"
sourceLabels: ["Cropped public YouTube video frames", "Local OpenCV slide-region detection", "Local RapidOCR"]
---

# Reconstructed Slides: Stop babysitting your agents... — Brandon Waselnuk, Unblocked

## Source Video
[Stop babysitting your agents... — Brandon Waselnuk, Unblocked](https://www.youtube.com/watch?v=BiG2ssibKGc)

## 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/BiG2ssibKGc/slide-001.jpg]]

- Source frame: `slide-001.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `157.8`
![[assets/reconstructed-slides/BiG2ssibKGc/slide-002.jpg]]

- Source frame: `slide-002.jpg`
- Crop: `contour` `[0, 0, 960, 540]` score `176.29`
![[assets/reconstructed-slides/BiG2ssibKGc/slide-003.jpg]]

- Source frame: `slide-003.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `166.44`
![[assets/reconstructed-slides/BiG2ssibKGc/slide-004.jpg]]

- Source frame: `slide-004.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `166.3`
![[assets/reconstructed-slides/BiG2ssibKGc/slide-005.jpg]]

- Source frame: `slide-005.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `164.84`
## Dense Scene-Detected Slide Candidates
- [[youtube-BiG2ssibKGc-dense-slides]]