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kuangren777/README.md

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PhD student at Fudan University, visiting student at HKUST. I study how to break and defend LLM-based agents — tool-invocation security, post-alignment tampering, and endogenous safety mechanisms.

Research: LLM Security • Agent Safety • Kernel Fuzzing • AI-enabled Vulnerability Detection


Featured Projects

Research

Project Description
TIPExploit Empirical risk assessment of tool-invocation prompts in LLM agentic systems (Under Review)
HoneyPot Attention honeypot experiments and Phase 0 validation artifacts
syzkaller (fork) Kernel fuzzer enhanced with LLM-assisted mutation for improved coverage

AI Tools & Infrastructure

Project Description Stars
Agent-Your-Agent Multi-agent orchestration framework — routes tasks to the best model (Claude/Deepseek/GPT) via file-system protocol
SoulByte Transform WeChat chat records into AI training datasets and personal knowledge bases
NexusAI-Hub Unified platform for managing multi-provider AI models with OpenAI-compatible APIs
llm-roundtable Multi-LLM structured debate platform — moderator/expert/critic agent roles
mcp_based_subsystem MCP-based subsystem for AI agent coordination

Other

Project Description
mutilated_text_recognition Deep learning model for recognizing mutilated/damaged text
Precious-Metals-Investment-Analysis Quantitative analysis and investment strategy for precious metals
CaMeL-docs Documentation site for the CaMeL ecosystem

Tech Stack

Python Go TypeScript C++ PyTorch HuggingFace Docker Linux Vue.js FastAPI


GitHub Streak

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  1. TIPExploit/TIPExploit TIPExploit/TIPExploit Public

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

    Python 11 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 18 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