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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

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: 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.

• Recreated text/layout view: open HTML recreation
• 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

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• Recreated text/layout view: open HTML recreation
• 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

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Customer feedback transcript.pdf

Survey results.pdf

NPS score.pdf

• Recreated text/layout view: open HTML recreation
• 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

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Astronaut

Layla

Space

SUGGESTIONS

• Recreated text/layout view: open HTML recreation
• 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

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Or pick a preset

Executive Technical

Basic Educational

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