Dense Slides: Building a Smarter AI Agent with Neural RAG - Will Bryk, Exa.ai

Source Video

Building a Smarter AI Agent with Neural RAG - Will Bryk, Exa.ai

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 0.97
Text source: agent_vision.

Slide text:

One API to get any information from the web

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.96
Text source: agent_vision.

Slide text:

Traditional search engines were built for humans

Humans want to type simple keywords to click a couple links

Google built a keyword based algorithm for humans

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.94
Text source: agent_vision.

Slide text:

Keyword

"stripe pricing"

Semantic

"People in SF who know assembly"

Queries no one has thought to

Pure LLM

"Explain this concept to me"

super-complex

"Find me every article that argues X and not Y from an author like Z"

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.98
Text source: advanced OCR rapidocr-live/full.
OCR decision: ready — Dense multi-pane product UI and code/JSON text is better handled by OCR than manual transcription.

Slide text:

Search italley

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a·aa_ey-3614

AIE D Perult category ech7yoe resltea.seerch_an_cetents( algpt t A" text -Tous

ng

fiers

IncNde texd

Exclude terl "dsta':（

Crawling "teprogttringhlogsntovtx". ]

"teAthtfctle "url"："hstaa//asbatrs/2aca/astficiat-kstallio-zldlon-l.ha pub11ahedDeta12015-01-22714:21:52.0002", "suthar:TixUchan, "04*:4.379075484701233, fy fertng

"fe:tt/.2.s.cboteth/tL

Ask ExaBet

"title':

Microsoft smol

Classification audit: raw/sources/slide-ai-classification/dense/xnXqpUW_Kp8/audit.json