ITBench: Can AI Fix IT?

Description

https://arxiv.org/pdf/2502.05352 The provided text introduces ITBench, a comprehensive evaluation framework designed to test the capabilities of automated agents in managing complex IT operations. It structures various challenges across three key professional personas: Site Reliability Engineering (SRE) for incident resolution, Cloud Infrastructure Security (CISO) for compliance auditing, and Financial Operations (FinOps) for cost management. By using real-world scenarios and open-source technologies, the benchmark measures how effectively models can diagnose faults, repair system errors, and generate compliance code. Experimental results reveal that while advanced models like GPT-4o can handle simpler tasks, most struggle with high-complexity scenarios and consistency across repeated runs. Ultimately, the framework aims to improve IT automation by providing standardized metrics and reproducible environments for assessing large language models. #ai #benchmark #evaluation #it