Author

Fan Yang

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#artificial intelligence Preprint Oct 2026

What Did the Agent Actually Do? Evidence-Grounded Oversight for Long-Horizon Agents

As agents take on long-horizon tasks, users shift from making individual decisions to overseeing autonomous execution. Yet the volume of agent activity and the fragmentation of supporting evidence make it difficult to determine which decisions warrant user verification. We study monitors that identify consequential dec...

Zhong-Xiang Sun, Jia-Hao Yan, Hong-Kang Zhao et al. · 0 citations

Review Aug 2026

Argus: A General-Purpose Agentic Reasoning Runtime for Long-Horizon Tasks

Results show that a fixed-weight, self-evolving harness can revise, recover, and accumulate verified approaches while producing structured trajectories for future supervised and reinforcement learning.

Boxiu Li, Zi-Mo Wen, Yi-Jia Fan et al. · 2 citations · ⚡1