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feiiiiii5/README.md

Hi, I'm Yufeiyang ๐Ÿ‘‹

Undergraduate in Cyberspace Security at Sun Yat-sen University, working toward Fall 2027 M.S. programs in AI Security / AI Systems.

I make LLM and agent systems fail loudly instead of corrupting silently โ€” finding and fixing trust-boundary, data-fidelity, and scoring-correctness bugs in mainstream AI/ML open source.


๐Ÿ”ฌ Featured research

Independent research on trust boundaries in MCP/agent frameworks (instruction trust-tier misclassification and prompt-cache amplification). Currently going through coordinated disclosure with the affected upstream project โ€” full write-up will be published once the fix lands.

๐Ÿ› ๏ธ Open source highlights

Merged contributions across UK AI Safety Institute (inspect_ai scoring correctness), Trail of Bits (fickling pickle-security analyzer), NVIDIA (garak detector attribution), Microsoft (PyRIT payload fidelity), and the official MCP ecosystem (input-schema hardening, in review).

๐Ÿ“Š Focus areas

  • Trust boundaries in LLM/agent frameworks (MCP, instruction routing, prompt-cache interactions)
  • Correctness of AI evaluation & red-teaming toolchains
  • Serialization security & static analysis

๐Ÿ“ซ Contact

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