Build AI Systems for Discernment, Not Approval - Angel Ortmann Lee, Duolingo
What It Is
An official AI Engineer YouTube channel video with a cached transcript. It is retained as supporting context only because it has not been verified as an actual AI Engineer World's Fair San Francisco 2026 event recording.
Source Classification
- Source role: supporting official-channel video context, not first-class event evidence.
- Channel/source: official AI Engineer YouTube channel AI Engineer cut video.
- Use: background, speaker, company, or historical AIE context only; do not use for World's Fair San Francisco 2026 session claims unless manually verified against the official event.
Transcript Status
Cached transcript text is available at raw/sources/youtube-transcripts/CDqzWpwkSls.txt (12,924 words).
Topic Signals
- Coding Agents, Agentic Search, Agent Evaluations, Agent Security
- Transcript keywords:
currently,conservative,simple,fairness,collecting,used,getting,accept