# "How concerned should we be about OpenAI’s recurrent architecture rumors?" by Rauno Arike Page: https://stenobird.com/podcast/lesswrong-curated-popular-5643401/how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike Text version: https://stenobird.com/podcast/lesswrong-curated-popular-5643401/how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike.md Podcast: [LessWrong (Curated & Popular)](https://stenobird.com/podcast/lesswrong-curated-popular-5643401) Published: 2026-09-03T22:30:21+00:00 Episode link: https://www.buzzsprout.com/2037297/episodes/19752055-how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike.mp3 Audio file: https://www.buzzsprout.com/2037297/episodes/19752055-how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/lesswrong-curated-popular-5643401/episodes/how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike Duration seconds: 1131 ## Resource Yesterday, The Information reported that OpenAI's upcoming model, Astra, is built with a looped transformer architecture. Given that Zvi sounds (understandably) tired and this topic is somewhat in my wheelhouse, I'll try to spare him this one and provide a Zvi-style overview of what we know about the situation. I'll cover Astra's likely architecture and the case for and against concern. I'll also discuss how neuralese concerns should change with increases in hidden serial depth. What archi... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/lesswrong-curated-popular-5643401/episodes/how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/lesswrong-curated-popular-5643401/how-concerned-should-we-be-about-openai-s-recurrent-architecture-rumors-by-rauno-arike.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.