Projects项目
Selected projects and open-source work.精选项目与开源工作。
QuantCouncil
An A-share multi-agent research and paper-trading platform built on TradingAgents. Analyst agents research in parallel and debate bull versus bear, a trader and risk committee decide, and every order clears a rule-based risk gate and human approval before it reaches the paper ledger (LangGraph, MCP, RAG, FastAPI, React).基于 TradingAgents 的 A 股多智能体投研与模拟交易平台。分析师智能体并行研究并展开多空辩论，交易员与风控委员会做出决策，每笔订单都要通过代码化的风控闸门和人工审批，才会记入模拟账本（LangGraph、MCP、RAG、FastAPI、React）。
ShardMemo
Official code for our EMNLP 2026 Findings paper. ShardMemo is a three-tier memory service for LLM agents in which metadata predicates first decide which shards a request may access, and a learned masked router then probes only a few of them (LoCoMo, HotpotQA, ToolBench).EMNLP 2026 Findings 论文的官方代码。ShardMemo 是面向大模型智能体的三层记忆服务，先由元数据谓词确定请求可以访问哪些分片，再由学习到的掩码路由器从中只探测少数几个（LoCoMo、HotpotQA、ToolBench）。
BridgeAgent
An AI agent that treats the browser and the Windows desktop as one workspace. It reads web pages through the DOM and native windows through UI Automation, lets keyboard focus rather than the model decide which side to act on, replays learned skills without an LLM, and guards risky actions with permissions.把浏览器和 Windows 桌面当作同一个工作区的 AI 智能体。它通过 DOM 读取网页，通过 UI Automation 读取原生窗口，由键盘焦点而不是模型决定在哪一侧操作，学会的技能无需 LLM 即可回放，风险操作则由权限护栏把关。
aiXiv
A next-generation open-access ecosystem for scientific discovery generated by AI scientists.为 AI 科学家产出的科研成果打造的下一代开放获取生态系统。
SkillBible
An open-source collection of AI-agent skills, curated and organized by category so that they are easier to find and reuse.开源的 AI 智能体技能（skills）精选合集，经过收集、分类和整理，让技能更容易被发现和复用。
Aero-engine Bearing Fault Diagnosis
Code for our MCTE 2024 paper (IEEE Xplore) on diagnosing faults in aero-engine inter-shaft bearings with SEDSCN-Trans, a parallel SE depthwise separable CNN and Transformer model. The notebooks cover VMD and FFT preprocessing, dataset construction, training and evaluation.MCTE 2024 论文（IEEE Xplore）的代码。论文提出并行 SE 深度可分离卷积网络与 Transformer 模型 SEDSCN-Trans，用于航空发动机中介轴承故障诊断。notebook 涵盖 VMD 与 FFT 预处理、数据集构建以及模型训练与评估。
More projects coming soon…更多项目即将上线……