Reconstructed Slides: Automating Large Scale Refactors with Parallel Agents - Robert Brennan, OpenHands

Source Video

Automating Large Scale Refactors with Parallel Agents - Robert Brennan, OpenHands

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

• Source frame: slide-001.jpg
• Crop: full [0, 0, 960, 540] score 175.86

• Source frame: slide-002.jpg
• Crop: full [0, 0, 960, 540] score 176.67

• Source frame: slide-003.jpg
• Crop: full [0, 0, 960, 540] score 177.29

• Source frame: slide-004.jpg
• Crop: full [0, 0, 960, 540] score 177.18

• Source frame: slide-005.jpg
• Crop: full [0, 0, 960, 540] score 175.91

• Source frame: slide-006.jpg
• Crop: full [0, 0, 960, 540] score 176.61

• Source frame: slide-007.jpg
• Crop: full [0, 0, 960, 540] score 176.85

• Source frame: slide-008.jpg
• Crop: full [0, 0, 960, 540] score 176.04

• Source frame: slide-009.jpg
• Crop: full [0, 0, 960, 540] score 166.76

• Source frame: slide-010.jpg
• Crop: full [0, 0, 960, 540] score 167.29

• Source frame: slide-011.jpg
• Crop: full [0, 0, 960, 540] score 177.12

• Source frame: slide-012.jpg
• Crop: full [0, 0, 960, 540] score 175.51

• Source frame: slide-013.jpg
• Crop: full [0, 0, 960, 540] score 153.23

• Source frame: slide-014.jpg
• Crop: full [0, 0, 960, 540] score 154.64

• Source frame: slide-015.jpg
• Crop: full [0, 0, 960, 540] score 156.1

• Source frame: slide-016.jpg
• Crop: full [0, 0, 960, 540] score 155.88

• Source frame: slide-017.jpg
• Crop: full [0, 0, 960, 540] score 156.9

• Source frame: slide-018.jpg
• Crop: full [0, 0, 960, 540] score 175.13

• Source frame: slide-019.jpg
• Crop: full [0, 0, 960, 540] score 155.29

• Source frame: slide-021.jpg
• Crop: full [0, 0, 960, 540] score 156.27

• Source frame: slide-022.jpg
• Crop: full [0, 0, 960, 540] score 157.75

• Source frame: slide-023.jpg
• Crop: full [0, 0, 960, 540] score 176.27

• Source frame: slide-024.jpg
• Crop: full [0, 0, 960, 540] score 154.42

Dense Scene-Detected Slide Candidates

• youtube rcsliSIy_YU dense slides