Dense Slides: Building Agents at Cloud Scale — Antje Barth, AWS
Source Video
Building Agents at Cloud Scale — Antje Barth, AWS
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_slideconfidence0.99 - Text source: advanced OCR
rapidocr-live/bright-screen/opencv-adaptive. - OCR decision: ready — Dense repository screenshot with small table-of-contents and sidebar text; OCR will outperform manual transcription.
Slide text:
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? AWS McP Servers Deployments 500+? releste l hour ago
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Table of Contents Languagos
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- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: advanced OCR
rapidocr-live/center-82/opencv-adaptive. - OCR decision: ready — Slide combines a large title with dense embedded blog screenshot, architecture diagram, and QR code; OCR is appropriate for the smaller embedded text.
Slide text:
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Classification audit: raw/sources/slide-ai-classification/dense/WJjInLeaJjo/audit.json