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cover of episode Google's AI Co Scientist and the True Power of Multi-Agent Systems

Google's AI Co Scientist and the True Power of Multi-Agent Systems

2025/2/22
logo of podcast The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis
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Meta公司可能进军企业级AI市场，其潜力巨大，并可能正在秘密开发企业级AI工具。Salesforce正在与微软、甲骨文和谷歌谈判云计算交易，以运行其AI应用，并大力押注Agent Force。DeepSeek公司正在考虑首次进行外部融资，并正在考虑来自阿里巴巴和中国国有基金的投资，需要决定是专注于研究还是发展营收业务。Together公司最新一轮融资估值达33亿美元。2025年，企业将广泛采用AI智能体，需要进行AI智能体实验。Google的AI联合科学家展示了AI如何推进科学发展，以及多智能体系统的兴起，其项目展示了未来多智能体系统的模板。Sam Altman认为AI将显著加速科学发现，而AI的科学发现能力不仅仅依赖于模型本身，还依赖于多智能体系统的协作。Google的AI联合科学家是一个协作工具，旨在帮助专家收集研究资料并改进工作，而非自动化整个科学流程。Google的AI联合科学家旨在发现新的原创知识，并提出新的研究假设和方案，使用了多个专业智能体，包括生成、反思、排名、进化、邻近性和元审查智能体，并使用“锦标赛”机制对研究假设进行比较和排名。Google的AI联合科学家取得了显著成功，证明了AI加速科学研究的潜力，成功地提出了治疗急性髓系白血病的新型药物，识别出了治疗肝纤维化的新型靶点，并提出了解释细菌基因转移进化机制的新假设。多智能体系统将在未来几年得到广泛应用。

Deep Dive

Shownotes Transcript

Google’s AI Co-Scientist is changing how research gets done, using a system of multiple agents working together to generate and refine scientific ideas. This approach has already led to drug repurposing, treatment discovery, and antimicrobial resistance research breakthroughs. But beyond science, this model hints at a more significant shift in multi-agent AI systems tackling real problems. Are we about to see a wave of AI teams replacing single models?Brought to you by:

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