2 papers
cs.CR2026
When the Agent Becomes the Kernel: A Systematization of Security on the Path to AI-Native Operating Systems
Li Zhang, Yang Sun, Jie Shi
Large language model agents are now privileged principals that take consequential actions: editing code repositories, operating inboxes, completing purchases. Their authority is ke…
cs.AI2026
Long-Horizon Agent Trajectory Attribution: A Unified Benchmark and Fine-Grained Annotation Framework
Jing Chen, Yang Sun, Li Zhang +2
Large language model (LLM) agents increasingly operate through long-horizon trajectories involving user instructions, tool use, external observations, and memory. Existing benchmar…