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
</h2> <div align="center"> </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 • ✨ Core Innovations • 🏗️ System Architecture • 🗓️ Roadmap
</div>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:
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把一队分工 Agent 织成一条写小说的流水线,做成桌面客户端;写作指纹让它越写越像你(BYO DeepSeek key,纯本地)。
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