Author

Yi-Feng He

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#artificial intelligence Preprint Sep 2026

SRE-Marathon: A Continuous, Change-Driven Benchmark for Autonomous Site Reliability Agents

This work presents SRE-Marathon, a benchmark for long-horizon, continuous SRE operation, where an agent is invoked at a fixed cadence with cumulative alert history and a persistent workspace while operating a live two-zone Kubernetes deployment as a fault orchestrator injects overlapping faults according to a seeded, p...

Yi-Fang Tian, Ying-Jian Bai, Yi-Feng He et al. · 0 citations

#artificial intelligence Review Sep 2026

Beyond Natural Language: An Agent-Native Language for Autonomous Science

Lara, a machine-checkable language and protocol for checking and revising support for research claims, is introduced, and the metatheory of claim checking and cross-context argument transport is established, and semantic guarantees in Lean 4 are mechanized.

Yi-Feng He, Jia-Chen Liu · 0 citations

#artificial intelligence Preprint Sep 2026

BenchShield: Formal Model-Backed Instrumentation for Reward Integrity in LLM-Agent Evaluation Infrastructure

BenchShield is presented, a model-backed instrumentation layer for reward integrity in LLM-agent evaluation that grounds detection in a finite lifecycle model of an evaluation's reward-relevant events and achieves 96% accuracy in detecting reward hacking from infrastructure-side evidence.

Sheng-Han Zheng, Zong-Lin Di, Yimin Liu et al. · 0 citations