# From Hindsight Bias to Machine Bias: Dr. Laura Zwaan on Learning from Mistakes Page: https://stenobird.com/podcast/nejm-ai-grand-rounds-5875765/from-hindsight-bias-to-machine-bias-dr-laura-zwaan-on-learning-from-mistakes Text version: https://stenobird.com/podcast/nejm-ai-grand-rounds-5875765/from-hindsight-bias-to-machine-bias-dr-laura-zwaan-on-learning-from-mistakes.md Podcast: [NEJM AI Grand Rounds](https://stenobird.com/podcast/nejm-ai-grand-rounds-5875765) Published: 2025-11-19T14:00:00+00:00 Episode link: https://ai-podcast.nejm.org/e/from-hindsight-bias-to-machine-bias-dr-laura-zwaan-on-learning-from-mistakes/ Audio file: https://mcdn.podbean.com/mf/web/gyyn6wz4g4j6vws4/Episode_36_Zwaan.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/nejm-ai-grand-rounds-5875765/episodes/from-hindsight-bias-to-machine-bias-dr-laura-zwaan-on-learning-from-mistakes Duration seconds: 2289 ## Resource As a cognitive psychologist, Dr. Laura Zwaan studies how humans make—and learn from—mistakes. In this episode of NEJM AI Grand Rounds, she brings that lens to AI, showing how machines inherit our biases and why both need transparency and reflection. From the challenge of defining diagnostic error to the promise of “machine psychology,” Dr. Zwaan explores how human reasoning can inform safer algorithms and better care. Her message is clear: the path to trustworthy AI begins with understanding ourselves. Transcript. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/nejm-ai-grand-rounds-5875765/episodes/from-hindsight-bias-to-machine-bias-dr-laura-zwaan-on-learning-from-mistakes/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/nejm-ai-grand-rounds-5875765/from-hindsight-bias-to-machine-bias-dr-laura-zwaan-on-learning-from-mistakes.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.