Author

Nicholas Jing Yuan

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Preprint Jul 2026

AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks?

AgentStream is introduced, a unified framework that evaluates self-evolving agents spanning diverse evolution components by organizing agentic benchmarks into a configurable task stream and instantiating the \texttt{Isolated}, \texttt{Sequential}, and \texttt{Interleaved} streaming scenarios at test time, which progres...

Dong Yan, Jian Liang, Dapeng Hu et al. · 1 citation

Review Aug 2026

Agentic Artifact Creation: Systems, Evaluation, Principles, and Opportunities

This survey examines agentic artifact creation, which is defined as stateful construction in which an AI system materially constructs or revises a deliverable and intermediate observations redirect later work, and formulate principles for keeping commitments and responsibility explicit, turning feedback into targeted r...

Tianfu Wang, Zhe-Zheng Hao, Xinchi Xia et al. · 1 citation