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xiaowei heXH
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xiaowei he

@xiaoweihe

Ph.D. candidate building production-grade LLM agents for research automation and decision support.

Sweden
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What I'm looking for

I’m looking to develop production-grade AI agents that automate research and support decisions—using reliable multi-agent/RAG systems. I want hands-on ownership, production-minded iteration, and the chance to ship automation that saves real time.

I’m a Ph.D. candidate in Applied Psychology with a background in analytical chemistry and data analysis, and I’ve taught myself to build LLM-based AI agents. I focus on turning messy research and workflows into reliable, automated systems.

In my projects, I designed a TODO-driven AI deep research agent with multi-agent orchestration, tool calling, and RAG pipelines—streaming outputs and persistent note-taking that cut manual research time by ~50%. I also built an n8n workflow for natural-language querying on Google Sheets using Gemini AI and a modular setup for generating clear data insights.

To make automation practical, I created a smart email assistant that monitors Gmail, uses real-time search, and generates time-aware replies with a RAG knowledge base for work schedules and after-hours rules. Before this, I worked as a high school chemistry teacher and completed research on perfluorinated compounds, contributing to peer-reviewed publications—so I bring both rigorous analysis and clear communication to every AI system I build.

Experience

Work history, roles, and key accomplishments

GS

High School Chemistry Teacher

Guangzhou Foreign Language School

Oct 2019 - Jun 2023 (3 years 8 months)

Designed and delivered STEM curriculum for high school students, improving their understanding of chemistry concepts through clear technical explanations. Led interdisciplinary projects integrating data analysis and scientific computing, and mentored students to support project execution.

Education

Degrees, certifications, and relevant coursework

University of Minho logoUM

University of Minho

Doctor of Philosophy (Ph.D.), Applied Psychology

2023 -

Activities and societies: Self-directed AI learning including Coze, CrewAI, LangChain, n8n, MCP, RAG, memory, and prompt engineering.

Ph.D. in Applied Psychology (remote) focusing on advanced statistical methods and data analysis using Python and SPSS. Completed coursework in psycho-logical assessment and computational psychology, alongside self-directed AI learning for agent development and RAG workflows.

Hunan Normal University logoHU

Hunan Normal University

Master of Science (M.S.), Analytical Chemistry

2016 - 2019

Activities and societies: Thesis: perfluorinated paper preparation and application for separating and analyzing perfluorinated compounds in water samples.

M.S. in Analytical Chemistry with a thesis on preparing and applying perfluorinated paper for separation and analysis of perfluorinated compounds in water samples. Built skills in modern instrumentation, chromatographic separation, quantum chemistry, and separation chemistry.

Yichun University logoYU

Yichun University

Bachelor of Engineering (B.E.), Chemistry

2012 - 2016

B.E. in Chemistry building a foundation in instrumental analysis, physical chemistry, and structural chemistry. Developed analytical and computational skills through coursework in advanced mathematics, linear algebra, and application of computer in chemistry.

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