Research
Publications
- 2026/07ACL 2026 DemoGardener: An Agentic AI System for Single-Cell RNA Sequence AnalysisJunhan Liu, Zhenke Liu, Yongcheng Shi, Peilin Yu, Minxing Zhang, Jiapeng ZhangProceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations), pages 408–417An interactive agentic system for scRNA-seq analysis that supports expert-steered, iterative workflows under strict data-residency requirements. Reasoning is grounded in a local scientific engine and an Experiment Management Kernel holding persistent, immutable snapshots; cloud-hosted LLMs see only snapshot identifiers and sanitized summaries, while raw expression matrices stay on the user's device.