# Google Cloud AI Research 发布 ScientistTwo 自主科研智能体框架

- 来源：DAIR.AI (@dair_ai)
- 发布时间：2026-09-19 11:00
- AIHOT 分数：56
- AIHOT 链接：https://aihot.news/items/cmu7tw83n0ql5rogr2tab3m1d
- 原文链接：https://x.com/dair_ai/status/2101144299471884479

## AI 摘要

Google Cloud AI Research 发布 ScientistTwo，一个全自动多智能体科研框架，输入人类专家提出的问题后无需干预即可完成从建立 SOTA 基线、生成种子想法、数据子集预筛、消融归因到论文撰写的完整发现循环。

## 正文

Banger paper from Google Cloud AI Research.

If you follow autonomous research agents, this one is worth your time.

ScientistTwo takes a problem from a human expert and runs the full discovery cycle without further intervention.

It establishes state-of-the-art baselines, generates seed ideas aimed at resolving stated limitations in existing work, screens each idea on a data subset before committing to full experiments, runs its own ablation studies to attribute the gain, and revises the idea from that attribution.

Manuscript drafting includes a simulated peer-review and rebuttal engine, plus a meta-review pass that feeds back into the work.

They benchmark it against papers accepted at ICLR, ICML and NeurIPS. The reported solutions outperform the human state-of-the-art models on those problems, and the generated papers score higher average ratings than the human-authored ones under automated AI reviewers.

Paper: https://academy.dair.ai/papers/scientisttwo-pioneering-the-human-knowledge-frontier-with-autonomous-ai-2609.19644