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kuangren777/README.md

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About Me

I'm a PhD student in Electronic Information at Fudan University, specializing in Safety & Privacy, Large Language Models Safety, and Agent Safety research. My work focuses on bridging theoretical research with practical applications in artificial intelligence and cybersecurity.

  • Current Research: LLM Security, Endogenous Security, AI-enabled Traditional Security
  • Exploring: Safety & Privacy, Large Language Models Safety, Agent Safety
  • Education: PhD @ Fudan University (2025-Present) | B.S. @ Shanghai Maritime University
  • Visiting Student: HKUST

Tech Stack

Languages

Python C C++ Java SQL

AI/ML Frameworks

PyTorch TensorFlow HuggingFace OpenCV

Web & Backend

FastAPI Django Vue.js

Tools & Platforms

Docker Linux Git Neo4j


Featured Projects

Security Research

Project Description Tech
TIPExploit Empirical risk assessment of tool-invocation prompts in LLM-based agentic systems (Under Review) Python

AI & Data Processing

Project Description Tech
Precious-Metals-Investment-Analysis Quantitative analysis and investment strategy for precious metals market Python
SoulByte Transform WeChat chat records into AI training datasets and personal knowledge bases Python
NexusAI-Hub Unified platform for managing multi-provider AI models with OpenAI-compatible APIs Python Vue
mcp_based_subsystem MCP-based subsystem implementation for AI agent coordination Python

Kernel & System Security

Project Description Tech
syzkaller (fork) Enhanced kernel fuzzer with LLM-assisted mutation for improved coverage Go

GitHub Statistics

GitHub Streak

Contribution Graph


Research Expertise

LLM Security          ████████████████████░   95%
Endogenous Security   ██████████████████░░░   85%
Deep Learning         █████████████████░░░░   80%
Kernel Fuzzing        ███████████████░░░░░░   75%
Knowledge Graphs      ██████████████░░░░░░░   70%

Let's Connect!

  • Open to collaborate on: LLM security, endogenous security, AI-driven vulnerability detection
  • Ask me about: LLM security challenges, AI applications in security domains, or any of my research projects!

Pinned Loading

  1. TIPExploit/TIPExploit TIPExploit/TIPExploit Public

    Source code fo Exploting Tool Invocation Prompts to Manipulate the Behaviour of Agentic-Based LLM Systems

    Python 9 3

  2. AIMailBox AIMailBox Public

    Python

  3. SoulByte SoulByte Public

    SoulByte是一款专为数字人生成生态系统设计的强大数据处理工具,能够将微信聊天记录转化为高质量的AI训练数据集和个人知识库。其模块化架构支持智能化的72小时上下文构建、联系人关系管理以及基于大规模模型的质量评估。

    Python 15 2

  4. syzkaller syzkaller Public

    Forked from google/syzkaller

    syzkaller is an unsupervised coverage-guided kernel fuzzer. This fork utilizes large model enhancement techniques, employing large model mutation to assist in escaping traps. It can effectively imp…

    Go

  5. NexusAI-Hub NexusAI-Hub Public

    NexusAI Hub is a unified platform for managing multi-provider AI models, offering OpenAI-compatible APIs, real-time testing, cost tracking, secure authentication, and usage analytics for efficient …

    HTML 1