Yeqiao Fu
Student, University of Hong Kong
u3597466@connect.hku.hk
Bio
I’m an undergraduate in Computer Science at the University of Hong Kong, with a background in finance and a long-standing interest in how intelligent systems can actually help people work.
Over the past few years I’ve moved from general “AI interest” into a more specific focus on agent systems and context engineering – how to design tools, memory, retrieval, and protocols so that LLM-based agents behave reliably in realistic environments. This interest has been shaped by research on web-world modeling and tabular reasoning (TABULA-R² with JHU) and by my internship at ByteDance’s Volcano Engine, where I worked on tool-calling evaluation and an on-call assistant for SRE teams.
Most of my projects sit at the boundary between systems and intelligence: building executable models of the web, defining PLAN/END-style protocols for reasoning, and instrumenting agent behavior so that failures are observable and fixable. Going forward, I want to keep exploring how to turn large models into dependable collaborators for decision-making in data-rich domains.
Research Interests:
- Agentic LLM systems and tool use
- Context engineering (retrieval, memory, logging, protocols)
- Evaluation and reasoning benchmarks (web, tables, agents)
- Distributed / embedded agents and multi-agent collaboration
Projects
End-to-end PLAN/END benchmark for multi-table reasoning
Executable web-world builder for agent training
NeurIPS Spotlight benchmark for GUI-heavy workflows
LLM-powered incident co-pilot for Volcano Engine
Human-friendly + agent-friendly templates for Arkitect
Making Arkitect agents measurable via modular tests
Peer-to-peer distributed inference for consumer GPUs
Vitæ
Full Resume in PDF.
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ByteDance Jul 2025 – Sep 2025Software Engineering Intern
Volcano Engine, Ark Group – Agent Tool Calling Evaluation -
Johns Hopkins University Jun 2025 – Oct 2025Research Assistant
Table Reasoning Evaluation Framework (Remote), supervised by Prof. Philipp Koehn -
University of California, Davis Jan 2025 – Jun 2025Exchange Student
Focus on LLM system lectures -
HKU XLANG Lab Jul 2024 – Oct 2024Research Assistant
Interactive Website Modeling & Trajectory Generation -
HKU XLANG Lab Mar 2024 – Jun 2024Research Assistant
Spider2-V: Benchmarking Multimodal Agents for Data Science Workflows (NeurIPS Spotlight) -
University of Cambridge Jun 2023 – Sep 2023Remote Research Intern
Scam Detection via Text Mining and STP-II Framework (OSRP) -
The University of Hong Kong Sep 2022 – Jun 2026BEng in Computer Science, BBA in Finance
CGPA: 3.64 / 4.30 -
RDFZ Sep 2016 – Jun 2022Secondary Education
High School Affiliated to Renmin University of China