Markdown source

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

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: 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.