Joye

AI Agent & Full-Stack Developer

Undergraduate at the University of Melbourne. Currently building atypica (a multi-agent system for commercial research) at Tezign, and working on AI full-stack features and a video-editing agent at fAIshion.ai and Goshu Tech. I care about how LLMs actually work under the hood, and about shipping products that run in the real world. Build fast, learn faster — off the clock: piano, cello, photography.

• Paper / UIUC / Tsinghua

  Useful Memories Become Faulty When Continuously Updated by LLMs — Zhang et al.

  直接挑战 LLM memory consolidation 的常见设计，给 Hermes 记忆系统提供了反证。

• Repo / github.com

  Hermes Agent — hermes_state.py + session_search_tool.py

  单用户 agent 场景下，搜索系统可以先做词法召回，再把理解交给 LLM。