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Author

Ziliang Guo

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Review Open access Oct 2026

On-Demand Generation of Patient-Derived Organoids for Precision Oncology: Progress and Prospects.

This review examines on-demand PDO generation through the selection of sample-processing methods, matrices, and platform architectures matched to specific treatment-response questions and compares conventional and engineered systems in terms of biological complexity, sample requirements, reported timelines, assay reado...

Zi-Liang Guo, Shi-Jie Yang, Ke-Yu Shen et al. · 0 citations
Jul 2026

MemOps: Benchmarking Lifecycle Memory Operations in Long-Horizon Conversations

It is argued that, in dynamic long-horizon interactions, memory is not a static collection of facts but a lifecycle of explicit operations, including remembering, forgetting, updating, reflecting, and their compositions, which reveal that current systems remain far from uniformly reliable.

Xixuan Hao, Zeyu Zhang, Zehao Lin et al. · 3 citations

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