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WenyuChiou/README.md

English · 繁體中文

Human-grounded LLM evaluation and governed agents · Behavioral simulation for human-environment systems

Website LinkedIn Google Scholar Email awesome-agentic-ai-zh stars

From Taiwan Based in Bethlehem, PA PhD expected December 2027 Open to Summer 2027 AI internship

AI-assisted share verified from explicit Git provenance

 

About

I’m a PhD researcher in Civil and Environmental Engineering at Lehigh University. My work sits at the intersection of behavioral science, LLM-based simulation, and quantitative evaluation. A central part of my research is understanding and modeling human decision-making. I evaluate whether LLMs capture meaningful decision processes, not only whether their answers sound plausible, but whether their perceptions and constraints relate coherently to the choices they make. I also work with agent-based modeling, which is widely used to simulate how individual decisions accumulate over time and interact with larger social, financial, and physical systems. My current direction is to move from traditional rule-based agents toward LLM-driven agents that can respond to richer information, memory, and changing conditions. More broadly, I’m interested in how human behavior can be simulated in a way that remains empirically grounded while interacting with and changing the external world.

 

AI Collaboration

Verified by ai-profile · refreshed daily by GitHub Actions from public Git evidence · Unknown stays Unknown.

AI collaboration summary card: active AI days, provider contribution, evidence totals, and unattributed commits kept as unknown.

Open interactive dashboard ↗

 

Research

FLOODABM Agent-based model coupled with catastrophe flood modeling — household flood adaptation in the Passaic River Basin (NJ, 2011–2023)

LLM Agents · AI Harness / Governed Agents · Agent-Based Modeling · Multi-Agent Systems · Catastrophe Modeling · Decision-Making Under Risk · Human-Environment Interaction

 

Publications

 

AI Tooling — open-source Claude Code skills and plugins

ai-research-skills 5 plugins · 14 research skills · install in one command
agent-collab-skills Multi-agent orchestration — task splitter, output reconciler, debate, shared memory, acceptance gate
zotero-skills Programmatic Zotero CRUD — search, add, classify, annotate, organize literature
research-hub AI-operable research workspace for Zotero, Obsidian, and NotebookLM — CLI, MCP, REST, dashboard
academic-writing-skills Rigorous academic paper writing, revision, and submission — field-agnostic with per-paper journal overrides
codex-delegate Single-agent delegation skill used by the marketplaces above
ai-profile Local-first AI collaboration analytics — explicit Git provenance in, privacy-safe cards and an interactive provider dashboard out

Open-source contributions — merged pull requests to projects I use

Selected merged pull requests:

ZhuLinsen/daily_stock_analysis Added Taiwan (台股) market support — market detection & routing, an institutional-flow (三大法人) data fetcher, and TWD currency / dividend fixes · merged PRs
langchain-ai/openwiki Restricted ~/.openwiki permissions on Windows, where chmod is a no-op · #367
BuilderIO/agent-native Routed AGENT_ENGINE=codex-cli to the Codex runner instead of crashing · #1362
Nanako0129/coralline Fixed auto-layout over-wrapping — measure display columns, not bytes · #10

 

Learning materials

awesome-agentic-ai-zh Buy me a coffee 7-stage agentic-AI roadmap · trilingual (繁中 canonical / 简中 / EN) · 240+ curated resources, from LLM basics to multi-agent production

 

Stack

Python R MATLAB TypeScript ArcGIS Pro Claude Code Codex CLI MCP LangGraph / Agents Ollama Agent-Based Modeling Catastrophe Modeling Flood Risk Analysis Quant Research

 

GitHub at a glance

GitHub trophies

 

Elsewhere

 

Contact

Open to full-time Summer 2027 internships (approximately late May through mid-August) in LLM evaluation, agent systems, behavioral simulation, and AI for science. F-1 student; CPT eligible. Contact: wec324@lehigh.edu

Contribution-grid snake animation

perceive → reason → verify → act · repeat

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  1. awesome-agentic-ai-zh awesome-agentic-ai-zh Public

    A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

    Python 6.6k 889

  2. ZhuLinsen/daily_stock_analysis ZhuLinsen/daily_stock_analysis Public

    LLM 驱动的多市场股票智能分析系统:多源行情、实时新闻、决策看板与自动推送,支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost…

    Python 64.4k 54k

  3. ai-research-skills ai-research-skills Public

    Universal SKILL.md catalog for research workflows: literature review, research design, project memory, manuscript writing, and cross-agent delegation for Claude Code, Codex, Gemini, Cursor, OpenCla…

    Python 233 16

  4. codex-delegate codex-delegate Public

    Claude Code skill for using Codex CLI as an execution specialist for implementation-heavy coding work, multi-file refactors, and wrapper-based execution flows.

    Python 63 6

  5. research-hub research-hub Public

    AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all three, through CLI, MCP, REST, and dashboard.

    Python 53 8

  6. zotero-skills zotero-skills Public

    A skill for managing Zotero references programmatically — search, add, classify, annotate, and organize literature.

    Python 51 4