---
title: "Dense Slides: The era of unbounded products: Designing for Multimodal IO: Ben Hylak"
category: "slides"
video_id: "5nOLb27hQ5w"
sourceLabels: ["Captured video frames", "Local OpenCV slide-region detection"]
---

# Dense Slides: The era of unbounded products: Designing for Multimodal IO: Ben Hylak

## Source Video
[The era of unbounded products: Designing for Multimodal IO: Ben Hylak](https://www.youtube.com/watch?v=5nOLb27hQ5w)

## 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
![[assets/dense-slides/5nOLb27hQ5w/slide-001.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/5nOLb27hQ5w/slide-001.html)
- AI slide classifier: `content_slide` confidence `0.97`
- Text source: advanced OCR `rapidocr-live/left-72/contrast` reconciled by agent.
- OCR decision: ready — Dense small text inside a product/article screenshot; OCR is better than manual transcription.

Slide text:

> Zubin and Alexis
> 
> Zubin and Alexis are Ben's cofounders at Dawn, a startup focused on providing analytics for AI products. Dawn aims to help companies better understand user requests and model outputs by tracking the nuances of how people are using AI products. Ben transitioned to founding Dawn after his role as a designer at Apple.
> 
> Ben, Zubin, and Alexis are working together to address a critical need in the AI industry: capturing the nuances and context of user interactions with AI products. Unlike other companies that track high-level metrics, Dawn focuses on detailed analytics to improve user experience and outcomes. Ben's experience at Apple has provided valuable insights into understanding complex user behavior, which he leverages in building Dawn's unique tracking capabilities.

![[assets/dense-slides/5nOLb27hQ5w/slide-002.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/5nOLb27hQ5w/slide-002.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: advanced OCR `rapidocr-live/bright-screen/opencv-adaptive` reconciled by agent.
- OCR decision: ready — UI screenshot with multiple small text regions and a cropped hero headline; OCR should recover more than visual triage.

Slide text:

> A landing page hero section with a heading, leading text - Public
> History
> more content below with pricing plans
> Unlock the Powe
> Enter your email
> aws

![[assets/dense-slides/5nOLb27hQ5w/slide-003.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/5nOLb27hQ5w/slide-003.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast` reconciled by agent.
- OCR decision: ready — Product UI screenshot with dense small labels and document names; OCR is appropriate.

Slide text:

> AIE
> 
> Customer Call Transcripts
> Contains the call transcripts of a customer, Acme Inc.
> 
> Project knowledge
> Add
> 
> Add to project knowledge
> Claude will use the project knowledge uploaded to respond to you.
> 
> Customer feedback transcript.pdf
> Survey results.pdf
> NPS score.pdf

![[assets/dense-slides/5nOLb27hQ5w/slide-004.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/5nOLb27hQ5w/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast` reconciled by agent.
- OCR decision: ready — Dark UI screenshot with scattered labels and small controls; OCR should read the interface text more reliably.

Slide text:

> AIE
> Cancel
> Create
> Astronaut
> Layla
> Space
> SUGGESTIONS

![[assets/dense-slides/5nOLb27hQ5w/slide-005.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/dense/5nOLb27hQ5w/slide-005.html)
- AI slide classifier: `content_slide` confidence `0.96`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast` reconciled by agent.
- OCR decision: ready — Screenshot contains multiple small UI labels and preset buttons; OCR is appropriate.

Slide text:

> Adjust tone
> AI beta
> Professional
> Concise
> Approachable
> Casual
> Or pick a preset
> Executive  Technical
> Basic  Educational


Classification audit: `raw/sources/slide-ai-classification/dense/5nOLb27hQ5w/audit.json`