Let's build

Muhan Xu

From co-founding AI products for 1M+ users, to PhD research on making AI hallucination verifiable

About

I've co-founded two AI startups, raised $10M+, and shipped products to 1M+ users. I've also seen AI hallucinations hide in plain sight.

That's what I study now. At UAL Creative Computing Institute, my PhD focuses on glanceable verification indicators: visual signals that help users catch AI errors without breaking their focus.

I iterate like a founder, validate like a researcher, and share both mindsets with students at UAL, Tongji University, and beyond.

Work

  • Linfo AI
    2023–Now
    Co-founder & Former Product Lead
    AI structural summarization tool, 20k+ users, $100k+ seed funding
  • Tongji University, College of Design and Innovation
    2023–2024
    Postgraduate Visiting Lecturer
    Physical interfaces for AIGC tools, 32 students, 6 projects exhibited
  • Tiamat AI
    2022–2023
    Co-founder & Former Product Lead
    AI image generation platform, 1M+ users, $10M+ Series A+ funding
  • ual: Creative Computing Institute
    2021–2022
    Undergraduate Associate Lecturer
    Creative Making: Design and Coding Visuals, 39 students

Research

  • Climate Storytelling AI Assistant
    2025–Now
    Project Lead & Solo Full-Stack Developer
    GraphRAG system with glanceable verification indicators design
  • AI-Assisted Academic Reading
    2024–2025
    Project Lead & Lead Researcher
    User study comparing structural and conversational AI summarisation for HCI students

Publications

Education

  • ual: Creative Computing Institute
    2024–Now
    PhD Research Programme
  • ual: Creative Computing Institute
    2020–2021
    MSc Creative Computing
  • ual: Central Saint Martins
    2017–2020
    BA Product Design
  • CAFA International Foundation
    2016–2017
    Foundation Diploma in 3D Design

Talks

  • How LLM Transform Knowledge Consumption
    2025
    China Academy of Art, D&A Lab (Guest Speaker)
  • From Assistance to Agent: Building AI-Native Interactive Experiences
    2023
    Global Design Futures Youth Network (Guest Speaker)
  • AI and Museum Digitalization Exploration Training Camp
    2023
    Central Academy of Fine Arts, International College (Guest Speaker)
  • "Come Visit" AI Art Symposium
    2022
    Tongji University D&I & Aiiiii Art Center (Organizer & Host)
    3-part discussion on AI creativity from DALL·E 2 and Disco Diffusion
  • AI, Artificial Imagination: Creating New Species with AI
    2022
    Tongji TIANDI & Shanghai Youth Institute of Design and Innovation (Workshop Designer & Lecturer)
    Public course for ages 12-15
  • AI, Artificial Imagination: Creating New Species with AI
    2022
    Beihang University, School of New Media Art and Design (Workshop Designer & Lecturer)
  • From Aiiiii Art Center Launch Exhibition "The Book of Sand" to AI Art: Review, Outlook & Tools
    2021
    Tongji University, College of Architecture and Urban Planning (Guest Speaker)

Let's build