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Paper · arXiv

MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents

Current benchmarks for computer-use agents evaluate models in impersonal environments. This leaves a gap between evaluation and deployment where personal assistants are expected to work across a user's whole digital life, including their context, historical data, and logged-in accounts. This gap is widest on web tasks, where live web evaluations cannot exercise sites that require logging in or personal information, the kind of site a real personal assistant has to drive. We introduce MyPCBench, which tests computer-use agents as personal assistants on a Linux desktop populated with 17 simulated real-world web applications and a full desktop stack, all seeded for one canonical persona, Mic...

AuthorsLawrence Keunho Jang, Andrew Keunwoo Jang, Jing Yu Koh et al.
Primary categorycs.LG
Published15 June 2026
Last updated at source15 June 2026
cs.LGcs.CL
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