Agentic RAG · code/repo search (ripgrep) · LLM / Agent — architecture design and implementation of agent systems.
Full-stack development + deployment & ops — delivering end-to-end enterprise systems.
中文简介
Agentic RAG · 代码/仓库检索 (ripgrep) · LLM / Agent —— 智能体架构设计与落地。
全栈开发 + 部署运维，交付端到端企业级系统。
Heterogeneity-driven association analysis across large population-cohort and dietary-composition databases — NHANES · KNHANES · UK Biobank · CHARLS · ELSA · ELSA-Brasil · USDA · FNDDS · Phenol-Explorer — combining machine learning with epidemiological modeling.
Building a governance framework for AI-driven clinical prediction models under top-journal review standards.
中文简介
基于大型人群队列与膳食成分数据库（NHANES、KNHANES、UK Biobank、CHARLS、ELSA、ELSA-Brasil；USDA、FNDDS、Phenol-Explorer），结合机器学习与流行病学建模，开展异质性（heterogeneity）驱动的关联分析。
建立「顶刊级审稿标准 × AI 驱动」的医学预测模型治理框架。