Can LLMs Replace Time-Tested System Policies? Perhaps

System policies—such as scheduling, caching, and resource allocation—play a critical role in determining performance and efficiency. Traditionally, these policies are implemented using handcrafted heuristics designed to perform reasonably well across general workloads. While tech giants invest substantial resources in customizing operating systems and other systems for their particular workloads, such optimization remains out of reach for most organizations and individuals.

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Published
2025-10-09
DOI
https://doi.org/10.1145/3725783.3764405
Primary Topic
Advanced Data Storage Technologies
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article
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article

Can LLMs Replace Time-Tested System Policies? Perhaps

Yingwen Zhao, Cheng Tan
Advanced Data Storage Technologies
article

Can LLMs Replace Time-Tested System Policies? Perhaps

Yingwen Zhao, Cheng Tan
article en

Abstract

System policies—such as scheduling, caching, and resource allocation—play a critical role in determining performance and efficiency. Traditionally, these policies are implemented using handcrafted heuristics designed to perform reasonably well across general workloads. While tech giants invest substantial resources in customizing operating systems and other systems for their particular workloads, such optimization remains out of reach for most organizations and individuals.

Northeastern University (US)
Openalex Percentile: Top 67%
Advanced Data Storage Technologies
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Can LLMs Replace Time-Tested System Policies? Perhaps — Yingwen Zhao, Cheng Tan · (2025) | TGRS Research Map | TGRS