Good Start Labs 用游戏训练 AI 并测试技能迁移
原标题：Can Skills Learned in Games Transfer to Real-World Work?
AI 摘要
Good Start Labs 联合创始人兼 CEO Alex Duffy 向 Latent Space 介绍，公司正把游戏转化为 AI 模型的训练材料，其灵感来自 2025 年 Twitch 上前沿模型玩《Diplomacy》的直播。公司用《1830: The Game of Railroads and Robber Barons》训练了一个 30B 模型，并测试游戏中学到的习惯能否迁移到金融研究任务，结果显示只有多轮终端智能体设计提升了 Finance-Agent 基准表现。Duffy 还参与合著了 COS-PLAY 论文，并强调训练环境（harness）设计对模型学习何种能力至关重要。
正文节选
“Games have always been these underrated educational tools. They’re super approachable. They’re very human.” Those are the words of Alex Duffy, co-founder and CEO of Good Start Labs, who spoke to Latent Space about why his company is turning games into training material for AI models. The company was spun out of AI media and tools company Every last October, with $3.6 million in funding from General Catalyst, Inovia, Every, and angel investors. The idea came from a 2025 Twitch stream of frontier