Radically Better Reasoning: Elicit's Andreas Stuhlmüller & Jungwon Byun on World Models for Research

2026-06-17 · 106 min · 14 entities

episode page audio

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→ hosted by Erik Torenberg, Nathan Labenz person

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Feed author/publisher: Erik Torenberg, Nathan Labenz
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→ discusses Technology concept

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→ discusses Business concept

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→ discusses Entrepreneurship concept

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→ hosted by Turpentine company

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Feed author/publisher: Turpentine
→ references mercury.com website

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Link in episode "Radically Better Reasoning: Elicit's Andreas Stuhlmüller & Jungwon Byun on World Models for Research": https://mercury.com/

Entities found in this episode

concepts 8

mentioned Society & Culture concept

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evidence rules-v4
Feed category: Society & Culture
mentioned Technology concept

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evidence rules-v4
Feed category: Technology
mentioned Business concept

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evidence rules-v4
Feed category: Business
mentioned Entrepreneurship concept

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evidence rules-v4
Feed category: Entrepreneurship
discusses Society & Culture concept

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evidence rules-v4
Feed category: Society & Culture
discusses Technology concept

0.40

evidence rules-v4
Feed category: Technology
discusses Business concept

0.40

evidence rules-v4
Feed category: Business
discusses Entrepreneurship concept

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evidence rules-v4
Feed category: Entrepreneurship

persons 2

mentioned Erik Torenberg, Nathan Labenz person

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evidence rules-v4
Feed author/publisher: Erik Torenberg, Nathan Labenz
hosted by Erik Torenberg, Nathan Labenz person

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evidence rules-v4
Feed author/publisher: Erik Torenberg, Nathan Labenz

companys 2

mentioned Turpentine company

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evidence rules-v4
Feed author/publisher: Turpentine
hosted by Turpentine company

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evidence rules-v4
Feed author/publisher: Turpentine

websites 2

mentioned mercury.com website

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evidence rules-v4
Link in episode "Radically Better Reasoning: Elicit's Andreas Stuhlmüller & Jungwon Byun on World Models for Research": https://mercury.com/
references mercury.com website

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evidence rules-v4
Link in episode "Radically Better Reasoning: Elicit's Andreas Stuhlmüller & Jungwon Byun on World Models for Research": https://mercury.com/

Episode description as stored

Andreas Stuhlmüller and Jungwon Byun return to discuss how Elicit is building trusted reasoning workflows for scientific research as frontier models grow more powerful but less transparent. They explain process supervision, domain-specific reasoning primitives, and world models that make evidence, causality, and counterfactuals more inspectable. The conversation also covers life sciences use cases, evaluating conflicting evidence, automated software engineering at Elicit, token costs, Gemini, and why legible reasoning may still beat neuralese. Mercury: Command is Mercury’s new conversational interface, giving you natural-language access to your finances and helping you take actions within your existing permissions and approval policies. Visit https://mercury.com to learn more and apply online in minutes. LINKS: Elicit Research Platform Andreas Stuhlmüller Personal Site Jungwon Byun X Profile Ought Research Organization Elicit Founders Previous Episode GPT-4 Technical Report Monitoring Reasoning Models Paper Ought ICE GitHub Repository Hard-to-Verify Tasks Essay Karpathy LLM Wiki Gist Obsidian Knowledge Base App Mixpanel Analytics Platform Amplitude Analytics Platform Anthropic Tracing Thoughts Research Claude AI Chat Assistant METR Long Tasks Measurement Pi Agent Scaffold Repository Personal AI Infrastructure Repository Elicit Claude Opus Evaluation Elicit API Documentation METR Developer Productivity Study Elicit Planning Is Unsolved Rich Sutton Bitter Lesson Meta Llama AI Models Recursive San Francisco Event zero.xyz Agent Tool Access Anthropic Dynamic Workflows Coverage Sponsor: Claude: Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr