UC Berkeley Sky Computing Lab

AI-Driven Research for Systems

Harnessing AI to automatically discover, optimize, and evolve algorithms for real-world systems — from cloud infrastructure to LLM serving.

13x
Speedup in load balancing
35%
Cost savings in cloud scheduling
13
Case studies published
4
Frameworks benchmarked
How AI is Upending Systems Research — 13x Faster, 35% Cost Reduction

What is ADRS?

AI-Driven Research for Systems (ADRS) uses AI to automatically design, optimize, and reason about complex algorithms. Instead of treating systems as a “black box,” ADRS rewrites their core algorithms as a “white box” — discovering solutions that outperform human experts.

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Join our community, contribute to benchmarks, or reach out to collaborate.