Hans Gundlach

Research Papers Prioritization of Risks from Artificial Intelligence: A Delphi Study of 272 International Experts

June 15, 2026

• Peter Slattery | Research Scientist at MIT Future Tech
• Hans Gundlach | Research Assistant, CSAIL
• Neil Thompson | Research Scientist, MIT Sloan School of Management and CSAIL

Alexander K. Saeri

Jess Graham

Michael Noetel, et al.

 

This paper reports results from a three-round Delphi study conducted late 2025 with 272 international AI experts who rated 24 AI risks on harm probability and severity, sector and actor vulnerability, actor responsibility, and overall concern.

Working Papers SAGE: Self-play Adversarial Games Enhance Large Language Model Reasoning Capabilities

March 15, 2026

• Neil Thompson | Research Scientist, MIT Sloan School of Management and CSAIL
• Jayson Lynch | Research Scientist, CSAIL
• Hans Gundlach | Research Assistant, CSAIL

Saraswathy Amjith

Michael X. Wang

 

This paper introduces SAGE (Self-play Adversarial Games for Enhancement), a framework for improving LLM reasoning capabilities through adversarial self-play without human-curated data. 

Research Briefs Why “Meek,” Low-Budget Models Could Soon Match High-Budget Performance

January 30, 2026

• Neil Thompson | Research Scientist, MIT Sloan School of Management and CSAIL
• Hans Gundlach | Research Assistant, CSAIL
• Jayson Lynch | Research Scientist, CSAIL