---
title: "Scientist World: Grow a Research World for AI-Scientists"
source: "arXiv AI/CL/LG（论文）"
source_tier: "t2"
url: "https://arxiv.org/abs/2611.08478v1"
permalink: "https://feed.astralor.com/items/itm_731cb5af224f8f5742e883a9"
published: "2026-11-05T18:58:17.000Z"
score: 57
channel: "tech"
tags: ["Scientist World","Grow","Research World","AI-Scientists AI-Scientists","Human","AI-Scientists"]
---

# Scientist World: Grow a Research World for AI-Scientists

## At a glance

AI-Scientists arrived, but a world for them to grow in did not. Human scientists take theirs for granted $-$ centuries of open problems and shared ideas, waiting in the scientific literature. To AI-Scientists, that worl…

## Key points

- AI-Scientists arrived, but a world for them to grow in did not.
- Human scientists take theirs for granted $-$ centuries of open problems and shared ideas, waiting in the scientific literature.
- To AI-Scientists, that world is readable but not runnable, so we build Scientist World for them: every research paper becomes an executable environment.

## Full text

AI-Scientists arrived, but a world for them to grow in did not. Human scientists take theirs for granted $-$ centuries of open problems and shared ideas, waiting in the scientific literature. To AI-Scientists, that world is readable but not runnable, so we build Scientist World for them: every research paper becomes an executable environment. Our autonomous pipeline extracts each paper's open-ended research question and reproduces its proposed method as the baseline; an AI-Scientist entering the environment is evaluated against what the human authors achieved. We release the first 1,000 verified environments. With the world as an evaluation, we found that frontier AI-Scientists can already surpass the human researchers 74% of the time. As a record of how AI does science, it contains 6,400 hours of research traces, with every idea, experiment, failure, and success. As a training ground, we are able to raise (+158%) a small model to match frontier models in research ideation. At last, AI-Scientists' own world has arrived, grown from and growing with science itself.

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