A Society of Researchers: Designing Institutions for Populations of Autonomous Research Agents

Key points

The authors argue that if thousands of agents are left unmanaged, they will form their own organization anyway (as shown by a real incident), so designers should provide the structure explicitly.
They transplanted the institutions of science directly into an agent society: principal investigator agents submit proposals to open calls, and independent review decides which ones receive compute budgets.
They proposed six design principles: give purposes not goals, govern through institutions, rule by allocation rather than assignment, keep diversity alive, make verification an institution, and let the society remember.
They actually ran a society of ten thousand agent researchers, and one lab found a way to reach the same quality with about 30% less compute.
Citing an existing analysis that only about 5% of 4,000 LLM-generated research ideas were not duplicates, they emphasized the need for diversity and verification institutions.

External research summaries. These are not HDATF publications or measured product results.