Slides: Your AI Product Will Fail Unless You Can Explain It - Veronica Hylak, Hey AI
Source Video
Your AI Product Will Fail Unless You Can Explain It - Veronica Hylak, Hey AI
Relationship To World's Fair 2026
These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.
Related Scheduled Sessions
- No individual scheduled session mapping has been assigned yet; treat this as an event livestream deck.
Extracted Slides

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: agent_vision.
Slide text:
After:
Who made this bug report?
Hidden Non-Slide Evidence
- `slide-001.jpg` —
demo_videoconfidence0.98; Handheld speaker shot with prop, not a presentation slide. - `slide-002.jpg` —
speaker_stageconfidence0.99; Speaker hallway shot, no slide content. - `slide-003.jpg` —
speaker_stageconfidence0.99; Speaker close-up, no slide content. - `slide-004.jpg` —
demo_videoconfidence0.96; Split-screen speaker/demo video, not a standalone slide. - `slide-005.jpg` —
demo_videoconfidence0.98; Cinematic B-roll/demo shot, not a slide. - `slide-006.jpg` —
demo_videoconfidence0.97; Speaker shot with overlay card, not a standalone slide. - `slide-007.jpg` —
title_cardconfidence0.96; branding/title card, no substantive slide content - `slide-008.jpg` —
speaker_stageconfidence0.99; speaker on stage, no readable slide content - `slide-010.jpg` —
demo_videoconfidence0.98; non-slide video still / costume frame
Classification audit: raw/sources/slide-ai-classification/slides/d_Ftrl3vfV0/audit.json
Slide-Derived Subjects To Review
Subject extraction uses video title, related session titles/descriptions, transcript context, and OCR text when available. OCR is best-effort and should be reviewed against the embedded slide images.