AI, Quantum, and the Future of American Science: A Conversation With Darío Gil

Council on Foreign Relations
Council on Foreign RelationsApr 28, 2026

Why It Matters

Genesis could double America’s R&D output, giving the U.S. a decisive edge in global scientific competition and accelerating solutions to energy, security, and health challenges.

Key Takeaways

  • Genesis mission aims to double U.S. R&D productivity within a decade.
  • Initiative unifies HPC, AI supercomputing, and quantum computing platforms.
  • AI agents will generate hypotheses, design experiments, and run labs autonomously.
  • $293 million seed funding targets 26 national challenges, many nuclear‑focused.
  • U.S. competes with China’s heavy AI‑for‑science investments and computing push.

Summary

The Department of Energy’s Genesis mission, spearheaded by Undersecretary Dario Gill, is a federal effort to create a national AI engine that will transform how America conducts scientific research. Backed by $293 million, the program seeks to integrate the country’s 17 national labs, universities, and private partners into a unified platform that leverages high‑performance computing, AI supercomputing, and emerging quantum technologies.

Gill describes three pillars: the continued scaling of semiconductor‑based HPC, the deployment of large‑scale AI models that encode the world’s scientific knowledge, and the incorporation of quantum computing to tackle problems beyond classical limits. An “agentic AI layer” will sit atop these modalities, automatically ingesting literature, generating testable hypotheses, reserving supercomputer time, writing code, and even directing robotic laboratories. The initiative also outlines a portfolio of 26 national challenges—spanning energy, nuclear security, and fundamental discovery—and a workforce agenda to reshape curricula and accelerate PhD timelines.

The conversation highlighted historical parallels, from Leibniz’s 17th‑century vision of computable knowledge to today’s AlphaFold breakthrough, where AI turned a 50‑year, 200 000‑protein effort into a two‑year, 200 million‑protein prediction capability. Gill warned that China is rapidly matching U.S. ambition, investing heavily in AI‑driven science and quantum infrastructure, making the race for discovery a strategic priority for both nations.

If successful, Genesis could double the effective R&D spend of the United States, delivering rapid breakthroughs across materials, energy, health, and national security. The platform promises to reshape the scientific method, shorten development cycles, and cement U.S. leadership in the emerging computing revolution.

Original Description

Under Secretary Gil discusses the Genesis Mission, and what the federal government’s bet on AI and quantum computing for scientific discovery means for American competitiveness and global collaboration.
This program is part of the Daniel B. Poneman Meetings Program on Nuclear Energy, Climate, and National Security.
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This work represents the views and opinions solely of the author. The Council on Foreign Relations is an independent, nonpartisan membership organization, think tank, and publisher, and takes no institutional positions on matters of policy.
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