---
title: "Slides: Build AI Systems for Discernment, Not Approval - Angel Ortmann Lee, Duolingo"
category: "slides"
video_id: "CDqzWpwkSls"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# Slides: Build AI Systems for Discernment, Not Approval - Angel Ortmann Lee, Duolingo

## Source Video
[Build AI Systems for Discernment, Not Approval - Angel Ortmann Lee, Duolingo](https://www.youtube.com/watch?v=CDqzWpwkSls)

## 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/CDqzWpwkSls/slide-001.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/CDqzWpwkSls/slide-001.html)
- AI slide classifier: `title_card` confidence `0.99`
- Text source: agent_vision.

Slide text:

> AIE 2026
> the human in your loop isn't thinking
> build AI systems for discernment, not approval
> angel ortmann lee


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