Conjecture Machines: AI Agents and the Future of Science

Conjecture Machines: AI Agents and the Future of Science

July 15, 2026 · 6 min

About this episode

The episode discusses the capabilities of AI agents in advancing scientific research and the challenges of validating their findings.

We explore how AI agents like Google's Co-Scientist move beyond scraping papers to actively reasoning, planning, and validating ideas. From extended-step reasoning to scaffolding that gives AI short-term memory and tool access, and from codified lab know-how to portable digital skills, these agents can generate breakthrough hypotheses in days—often after a decade of human toil. Yet validation remains bottlenecked by the physical world; automated robotic labs and public-private partnerships li...

People in this episode

Host: Mike Breault

Mentioned in this episode

Organizations: Google's Co-Scientist

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