# OpenAI’s Big Reset + A.I. in the Doctor’s Office + Talkie, a pre-1930s LLM

Page: https://stenobird.com/podcast/hard-fork/openai-s-big-reset-a-i-in-the-doctor-s-office-talkie-a-pre-1930s-llm
Text version: https://stenobird.com/podcast/hard-fork/openai-s-big-reset-a-i-in-the-doctor-s-office-talkie-a-pre-1930s-llm.md
Podcast: [Hard Fork](https://stenobird.com/podcast/hard-fork)
Published: 2026-05-01T11:00:00+00:00
Episode link: https://www.nytimes.com/column/hard-fork
Audio file: https://dts.podtrac.com/redirect.mp3/pdst.fm/e/pfx.vpixl.com/6qj4J/pscrb.fm/rss/p/nyt.simplecastaudio.com/3e43d072-f8a5-430f-bc8e-4c70aafdf3c7/episodes/f3aaf1b4-9b7f-4c31-8c88-3d2e64568115/audio/128/default.mp3?aid=rss_feed&awCollectionId=3e43d072-f8a5-430f-bc8e-4c70aafdf3c7&awEpisodeId=f3aaf1b4-9b7f-4c31-8c88-3d2e64568115&feed=l2i9YnTd
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JSON: https://stenobird.com/v1/public/podcasts/hard-fork/episodes/openai-s-big-reset-a-i-in-the-doctor-s-office-talkie-a-pre-1930s-llm
Duration seconds: 4195

## Resource

OpenAI undergoes a strategic pivot toward new business models and expanded cloud partnerships. The episode also explores the practical risks and benefits of using LLMs for medical preparation and the experimental 'Talkie' project.

## Highlights
- Main idea: OpenAI is shifting its business strategy toward ad-supported subscriptions and expanded infrastructure deals with Amazon
- Practical takeaway: Using LLMs to prepare for doctor appointments is helpful, but users should avoid using them for critical medical management decisions
- Failure mode: LLMs are highly sycophantic, which can lead to 'cyberchondria' by reinforcing a user's health anxieties
- Main idea: The tension between OpenAI's non-profit roots and its for-profit ambitions is becoming a public power struggle
- Technical insight: The 'Talkie' project tests whether LLMs trained on historical data can develop advanced reasoning and forecasting capabilities

## Topics

OpenAI, Amazon Bedrock, Artificial Intelligence, Digital Health, Large Language Models, Machine Learning, Predictive Analytics, Tech Governance

## Chapters
- 1:00 — OpenAI's Model Guardrails: A look at the unexpected need for instructions to prevent models from hallucinating mythical creatures.
- 6:55 — The OpenAI-Amazon Expansion: Details on OpenAI's deal to bring models to the AWS Bedrock platform and develop customized models for Amazon.
- 12:35 — The Corporate Power Struggle: Analyzing the internal tensions and the shifting governance structure within OpenAI.
- 18:45 — Non-profit vs. For-profit: The legal and structural complexities of OpenAI's relationship with its controlling foundation.
- 30:15 — AI in the Doctor's Office: Dr. Adam Rodman discusses the 'green light' and 'red light' uses of LLMs in patient care.
- 58:15 — Talkie: The Vintage LLM: An exploration of an LLM designed to forecast the future using historical text datasets.

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## Transcript

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