arXiv:2610.03153v1 Announce Type: new Abstract: Workspace agents combine large language models with execution harnesses to perform stateful, multi-step tasks that access or modify external resources. Existing benchmarks leave gaps in executable coverage of their runtime security risks, while evolving model capabilities, harnesses, tools, and threats motivate benchmark evolution.
EvoRiskBench: An Evolving Benchmark for Runtime Security Risks in Workspace Agents
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