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dair_ai· @dair_ai · X·· 21 小时前AI 评分47

Google与MIT推出Coco硬件模型协同设计智能体平台

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Google与MIT联合推出Coco,一个供TPU架构师进行硬件与模型协同设计的智能体平台,其决策基于数百GB预训练未见过的全新仿真扫描数据。Coco将每次扫描注册进规范化关系型数据库,智能体报告的每个数字均来自SQL查询,并能自主组合类型化工具、读取UI导航状态作为上下文。近期目标是将架构师设置仿真并获取洞察的时间减半,论文见 arxiv.org/abs/2610.02376。

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Great report from Google and MIT.

Co-designing ML models and the accelerators is an exciting research direction.

This report introduces Coco, an agent platform TPU architects use for hardware and model co-design. Each decision depends on hundreds of gigabytes of fresh simulation sweeps that no model saw during pretraining.

Coco registers every sweep in a normalized relational database, so each number an agent reports comes from a SQL query. Agents compose typed tools on their own, run recurring analyses such as comparing systems at matched execution configurations, and read the UI's navigation state as context.

The near-term goal is halving the time architects spend setting up simulations and getting insights from them.

Paper: arxiv.org/abs/2610.02376

Chat with Paper: academy.dair.ai/papers/coco-…

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