Biography
I am Yeqi Huang, a PhD student specializing in AI-System at the Edinburgh-AISys Group. My research centers on enhancing system capabilities to support large-scale AI applications, encompassing training and inference processes. I enjoy engaging with various AI projects. However, AI nowadays are still not strong enough. My objective is to enhance the accessibility of AI for all individuals and to imbue AI with substantial utility in practical industrial applications.
This ambitious objective necessitates a methodical approach for its attainment. My prior research has centered on issues within High Performance Computing. So, I know well about the cutting edge problems in real sience and industry. To introduce AI into those field, we need serving larger AI models and we need to improve the performance of AI model's training and inference. In an attempt to address this issue, I endeavored to approach it from a more granular perspective by focusing on enhancing the system and compiler infrastructure. My recent research has centered on the latest generation of 2D Mesh Architecutre AI chips such as TPU and Cerebras.
BTW, I am an open-source developer. I love playing in Hackathons and shring my ideas on Github. And this is my blog: Personl Blog
Skills
TECHNICAL
HOBBIES
Interests
- Computer System
- Distributed Machine Learning
- Serverless System
Education
University of Edinburgh
University of Science and Technology of China
Recent Publications
WaferLLM: Large Language Model Inference at Wafer Scale
17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 25) OSDI 2025
MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems
arXiv preprint arXiv
Projects



TREVA
Never Miss Your Lecture Again. From the 2023 HacktheBurgh Hackathon, this project aims to convert lecture recordings into understandable and readable notes.
View Project →

AI QR Code
Stable Diffusion + QR Code Generation. Generate a combined QR code for couples.
View Details →
Find-A-Tenant
AI rental agent, helps you find a house based on fuzzy needs. With AI Fuzzy Search Agent, Automatic Metadata Extraction Agent, and more.
View Project →Contact
yeqi.huang@ed.ac.uk
10 Crichton Street, Edinburgh, United Kingdom
Informatics Forum Room 1.43
If you wanna discuss with me, use this tool: Schedule a meeting