Mingxia Li

Revised on May 2025

Abstract

I am a researcher at the intersection of AI Application and Operations Management. I develop intelligent tools for real-world decision-making under uncertainty, with a focus on multi-agent systems, LLM-based optimization, and global supply chains.

2 Introduction

My academic path began with a passion for how algorithms influence real-world behavior.
After earning my master's degree from University of Science and Technology of China and participating in research at Microsoft Research Asia, I became interested in how AI could not only predict, but also act — in complex, dynamic environments.

Now, I design and evaluate methods that bring intelligence to operations: from data-driven supply chain decision-making to resilient global sourcing strategies.

3 Related Work

Inspired by:

Modern works on Large Language Models for Supply Chain Optimization
The deep simplicity of multi-agent coordination under shared knowledge
Prof. Jing Wu's vision of Global Trends in Manufacturing Supply Chains 🌍
Mental clarity from The Almanack of Naval Ravikant 🧠

My current thinking blends ideas from:

Empirical research in operations and management
Generative AI for business decision support

4 Methodology

4.1 Ongoing Projects

GlobalChain.AI — Global supply chain intelligence powered by LLMs and real-time trade data (2024–present)

4.2 Past Work

Model-based task scheduling in distributed systems
Catur: A reinforcement learning framework that balances supply & demand in Azure Cloud @MSRA
Self-evolutionary domain knowledge generation for financial risk control @Alipay+
Knowledge graph-enhanced business strategy recommendation system
Reviewer for ICLR 2025
Publication highlights: Google Scholar

5 Conclusion

I believe research should be useful, understandable, and alive.
If you're working at the interface of AI and real-world business — let's talk.

📫 Contact
- Email: limingxia1999 [at] gmail.com
- CV

"The best ideas often come not from having more answers, but from asking better questions."