Dense Slides: MCP is all you need — Samuel Colvin, Pydantic

Source Video

MCP is all you need — Samuel Colvin, Pydantic

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

No slide-like frames are visible after AI slide classification. Rejected frames remain stored as evidence and are listed below.

Hidden Non-Slide Evidence

`slide-001.jpg` — speaker_stage confidence 0.99; Stage shot with speaker, podium, and sponsor logos; projected content is only a partial demo view, not a readable presentation slide.

Classification audit: raw/sources/slide-ai-classification/dense/bmWZk9vTze0/audit.json