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kuangren777/README.md

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Founder of Nodexi Agentics, LLC — an agentic-intelligence research company building agents that are general and safe at the same time. PhD student at Fudan University, visiting student at HKUST. I study how to break and defend LLM-based agents — tool-invocation security, response-path integrity, post-alignment tampering, and endogenous safety mechanisms. A second line of work asks whether our measurements of AI safety actually measure what we claim: scoring polarity, confidence intervals for ratio metrics, and budget-matched comparisons.

Everything I research, I also ship. The agent infrastructure below runs my own daily workflow — multi-model orchestration, capability-scoped tool execution, and sandboxed agent runtimes.

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


Featured Projects

Research & Security

Project Description
TIPExploit Empirical risk assessment of tool-invocation prompts in LLM agentic systems (under review)
aap-audit Artifact for "Measuring the Wrong Thing: Internal Harmfulness Scores Anti-Rank Successful Jailbreaks"
RTA Response-path integrity attack & defense evaluation platform for BYOK LLM agents
dhr-security-platform Attack & Dynamic Heterogeneous Redundancy (DHR) defense benchmark for autonomous-driving perception
syzkaller (fork) Kernel fuzzer enhanced with LLM-assisted mutation for improved coverage

Agent Infrastructure & Dev Tooling

Project Description Stars
pm-mode-plugin Claude Code PM-Mode — two-tier cross-model / cross-CLI dispatch with hook-based approval, dashboard, health checks, 34+ commands
agent-your-agent Multi-agent orchestration framework — routes tasks to the best model (Claude/Deepseek/GPT) via file-system protocol
agent-forge Workbench to forge and govern enterprise AI agents — capability-scoped operations, dataflow visualization, full action auditing (CaMeL dual-LLM pattern)
log-adhd Action-first output shaping for Claude Code that holds across a whole session — four intensity levels + a shape-compliance meter
llm-roundtable Multi-LLM structured debate platform — moderator / expert / critic agent roles
camel-plugin ClawsGO client — skill synchronization against the CaMeL platform

Applications & Data

Project Description Stars
SoulByte Turn WeChat chat history into AI training datasets and personal knowledge bases — 72-hour context construction, contact-graph management, LLM-based quality scoring
mutilated_text_recognition Attention-enhanced deep model for recognizing mutilated / damaged text (1 software copyright)
NexusAI-Hub Unified multi-provider AI model management with OpenAI-compatible APIs, cost tracking and usage analytics
CaMeL-docs Documentation site for the CaMeL ecosystem

Tech Stack

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


GitHub Streak

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  1. TIPExploit/TIPExploit TIPExploit/TIPExploit Public

    Source code fo Red-Teaming Coding Agents from a Tool-Invocation Perspective: An Empirical Security Assessment (ISSTA'26)

    Python 16 5

  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 19 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