LuaN1aoAgent is a cognitive-driven AI hacker. It is a fully autonomous AI penetration testing agent powered by DeepSeek V3.2. Using dual-graph reasoning, LuaN1ao achieves a success rate of over 90% on the XBOW Benchmark, with a median exploit cost of just $0.09.
<p align="center"> <img src="imgs/logo.png" alt="LuaN1ao Logo" width="200" /> </p> <h1 align="center">LuaN1aoAgent</h1> <h2 align="center"> **Cognitive-Driven AI Hackers** </h2> <div align="center"> [](https://opensource.org/licenses/Apache-2.0) [](https://www.python.org/downloads/) [](CONTRIBUTING.md) [](#system-architecture) [](#) </div> <div align="center"> <a href="https://zc.tencent.com/competition/competitionHackathon?code=cha004"><img src="imgs/tch.png" alt="[TCH]Top-RankedIntelligent Pentest Project" width="250" /></a> --- **🧠 Think Like Human Experts** • **📊 Dynamic Graph Planning** • **🔄 Learn From Failures** • **🎯 Evidence-Driven Decisions** [🚀 Quick Start](#quick-start) • [✨ Core Innovations](#core-innovations) • [🏗️ System Architecture](#system-architecture) • [🗓️ Roadmap](#roadmap) [🌐 中文版](README_zh.md) • [English Version](README.md) </div> --- ## 📖 Introduction **LuaN1ao (鸾鸟)** is a next-generation **Autonomous Penetration Testing Agent** powered by Large Language Models (LLMs). Traditional automated scanning tools rely on predefined rules and struggle with complex real-world scenarios. LuaN1ao breaks through these limitations by innovatively integrating the **P-E-R (Planner-Executor-Reflector) Agent Collaboration Framework** with **Causal Graph Reasoning** technology. LuaN1ao simulates the thinking patterns of human security experts: - 🎯 **Strategic Planning**: Dynamically plan attack paths based on global situational awareness - 🔍 **Evidence-Driven**: Build rigorous "Evidence-Hypothesis-Validation" logical chains - 🔄 **Continuous Evolution**: Lea
HAL 分层混合模型工作流 — 强模型(Claude)负责理解/拆解/验收,低成本模型(DeepSeek)负责检索/提取/清洗。Hermes Agent skill。
An LLM agent fine-tuned on DeepSeek for spaced repetition, dynamically integrating knowledge points based on the Ebbinghaus forgetting curve.
基于 STM32F103 构建的端到端 AI 智能手表生态。自研“零重定位”原生机器码动态加载引擎与页面栈式 UI 框架;集成生产级 OTA 回滚保护机制与高带宽(921600 baud)串口协议栈。通过 Node.js 中继实现 DeepSeek AI 语义控制及 ASRPRO 语音全双工交互,是一个集成了分布式计算、现代存储管理与 AI Agent 的嵌入式全栈工程。
A Meta-Agent-Driven Self-Evolving Multi-Agent System for UAV Detection and Tracking
One command to run Hermes AI Agent with a browser UI. Zero prerequisites. 一行命令,AI 就位。
网页应用Agent,接入DeepSeek、Mimo等模型