Dense Slides: Stop Using RAG as Memory — Daniel Chalef, Zep

Source Video

Stop Using RAG as Memory — Daniel Chalef, Zep

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 0.98
Text source: agent_vision.

Slide text:

PROBLEM

When the Media Assistant Remembers Everything Except Your Listening Habits...

• Daniel likes jazz music.

• Daniel plays NPR podcast.

• Daniel wakes up at 7am.

• Daniel went to the gym.

• Daniel listened to The Daily.

• Daniel prefers mornings.

• Daniel's dog is named Melody.

• Daniel turned up the volume.

• Daniel asked about vegan recipes.

• Daniel paused Taylor Swift song.

Classification audit: raw/sources/slide-ai-classification/dense/T5IMo5ntyhA/audit.json