About ADRS

ADRS (AI-Driven Research for Systems) is a UC Berkeley Sky Computing Lab initiative exploring how AI can accelerate scientific discovery. We build systems that leverage large-scale models to automatically design, optimize, and reason about complex algorithms across cloud infrastructure, distributed AI, and more.

Our Papers

Barbarians at the Gate: How AI is Upending Systems Research

Our position paper outlines ADRS as an exciting approach for AI-driven algorithm discovery, with case studies in a range of systems use cases, including multi-region cloud scheduling, MoE load balancing, and more.

arXiv Code

Let the Barbarians In: How AI Can Accelerate Systems Performance Research

This paper expands our first ADRS paper across ten real-world systems research problems and outlines practical best practices for applying AI-driven research frameworks effectively.

arXiv Code

Contact