---
title: "Slides: Why Eval++ Is the Next Great Compute Primitive — Sunil Pai & Matt Carey, Cloudflare"
category: "slides"
video_id: "SKDJo2CopRs"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# Slides: Why Eval++ Is the Next Great Compute Primitive — Sunil Pai & Matt Carey, Cloudflare

## Source Video
[Why Eval++ Is the Next Great Compute Primitive — Sunil Pai & Matt Carey, Cloudflare](https://www.youtube.com/watch?v=SKDJo2CopRs)

## 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
![[assets/slides/SKDJo2CopRs/slide-004.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/SKDJo2CopRs/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.89`
- Text source: agent_vision.
- OCR decision: ready — dense product screenshot and small on-slide text are better handled by OCR

Slide text:

> Engineering the future of AI


### Hidden Non-Slide Evidence
- [`slide-001.jpg`](/assets/slides/SKDJo2CopRs/slide-001.jpg) — `speaker_stage` confidence `0.96`; stage photo with people in front of an unreadable projected slide
- [`slide-002.jpg`](/assets/slides/SKDJo2CopRs/slide-002.jpg) — `speaker_stage` confidence `0.96`; stage photo with people in front of an unreadable projected slide
- [`slide-003.jpg`](/assets/slides/SKDJo2CopRs/slide-003.jpg) — `speaker_stage` confidence `0.95`; stage photo with people in front of an unreadable projected slide
- [`slide-005.jpg`](/assets/slides/SKDJo2CopRs/slide-005.jpg) — `title_card` confidence `0.99`; brand/title card, not a presentation content slide

Classification audit: `raw/sources/slide-ai-classification/slides/SKDJo2CopRs/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.