Dense Slides: Ship it! Building Production Ready Agents — Mike Chambers, AWS

Source Video

Ship it! Building Production Ready Agents — Mike Chambers, 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_slide confidence 0.96
Text source: none.
OCR decision: ready — Dense product UI screenshot with many small labels, tabs, and list items; OCR is better than manual transcription in this triage pass.
Slide text: not surfaced (illegible by AI classifier).

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.95
Text source: none.
OCR decision: ready — Dense AWS console screenshot with multiple panels, controls, and small labels; OCR is the efficient read path.
Slide text: not surfaced (illegible by AI classifier).

Classification audit: raw/sources/slide-ai-classification/dense/HT4l0DeP69I/audit.json