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.

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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

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