LuaN1aoAgent

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.

Cognitive-Driven AI Hackers

🧠 Think Like Human Experts • 📊 Dynamic Graph Planning • 🔄 Learn From Failures • 🎯 Evidence-Driven Decisions

🚀 Quick Start • ✨ Core Innovations • 🏗️ System Architecture • 🗓️ Roadmap

🌐 中文版 • English Version

📖 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