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Update README again 

Signed-off-by: Víctor Mayoral Vilches <v.mayoralv@gmail.com>
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Víctor Mayoral Vilches 2025-09-21 05:20:34 +02:00
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@ -125,27 +125,27 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
[![](https://img.shields.io/badge/Mistral_AI_Robotics_Hackathon-2500_$-yellow.svg)](https://lu.ma/roboticshack?tk=RuryKF)
### 📊 Research Impact
- Pioneered LLM-powered AI Security with PentestGPT, establishing the foundation for the `Cybersecurity AI` research domain [![arXiv](https://img.shields.io/badge/arXiv-2308.06782-b31b1b.svg)](https://arxiv.org/pdf/2308.06782)
- Established the `Cybersecurity AI` research line with **6 papers and technical reports**, with active research collaborations [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017) [![arXiv](https://img.shields.io/badge/arXiv-2506.23592-63bfab.svg)](https://arxiv.org/abs/2506.23592) [![arXiv](https://img.shields.io/badge/arXiv-2508.13588-63bfab.svg)](https://arxiv.org/abs/2508.13588) [![arXiv](https://img.shields.io/badge/arXiv-2508.21669-63bfab.svg)](https://arxiv.org/abs/2508.21669) [![arXiv](https://img.shields.io/badge/arXiv-2509.14096-63bfab.svg)](https://arxiv.org/abs/2509.14096) [![arXiv](https://img.shields.io/badge/arXiv-2509.14139-63bfab.svg)](https://arxiv.org/abs/2509.14139)
- Pioneered LLM-powered AI Security with PentestGPT, establishing the foundation for the `Cybersecurity AI` research domain [![arXiv](https://img.shields.io/badge/arXiv-2308.06782-4a9b8e.svg)](https://arxiv.org/pdf/2308.06782)
- Established the `Cybersecurity AI` research line with **6 papers and technical reports**, with active research collaborations [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017) [![arXiv](https://img.shields.io/badge/arXiv-2506.23592-7dd3c0.svg)](https://arxiv.org/abs/2506.23592) [![arXiv](https://img.shields.io/badge/arXiv-2508.13588-52a896.svg)](https://arxiv.org/abs/2508.13588) [![arXiv](https://img.shields.io/badge/arXiv-2508.21669-85e0d1.svg)](https://arxiv.org/abs/2508.21669) [![arXiv](https://img.shields.io/badge/arXiv-2509.14096-3e8b7a.svg)](https://arxiv.org/abs/2509.14096) [![arXiv](https://img.shields.io/badge/arXiv-2509.14139-6bc7b5.svg)](https://arxiv.org/abs/2509.14139)
- Demonstrated **3,600× performance improvement** over human penetration testers in standardized CTF benchmark evaluations [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-b31b1b.svg)](https://arxiv.org/pdf/2504.06017)
- Identified **CVSS 4.3-7.5 severity vulnerabilities** in production systems through automated security assessment [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-b31b1b.svg)](https://arxiv.org/pdf/2504.06017)
- **Democratization of AI-empowered vulnerability research**: CAI enables both non-security domain experts and experienced researchers to conduct more efficient vulnerability discovery, expanding the security research community while empowering small and medium enterprises to conduct autonomous security assessments [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-b31b1b.svg)](https://arxiv.org/pdf/2504.06017)
- **Systematic evaluation of large language models** across both proprietary and open-weight architectures, revealing <u>substantial gaps</u> between vendor-reported capabilities and empirical cybersecurity performance metrics [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-b31b1b.svg)](https://arxiv.org/pdf/2504.06017)
- Established the **autonomy levels in cybersecurity** and argued about autonomy vs automation in the field [![arXiv](https://img.shields.io/badge/arXiv-2506.23592-b31b1b.svg)](https://arxiv.org/abs/2506.23592)
- **Collaborative research initiatives** with international academic institutions focused on developing cybersecurity education curricula and training methodologies [![arXiv](https://img.shields.io/badge/arXiv-2508.13588-b31b1b.svg)](https://arxiv.org/abs/2508.13588)
- **Contributed a comprehensive defense framework against prompt injection in AI security agents**: developed and empirically validated a multi-layered defense system that addresses the identified prompt injection issues [![arXiv](https://img.shields.io/badge/arXiv-2508.21669-b31b1b.svg)](https://arxiv.org/abs/2508.21669)
- Explord the Cybersecurity of Humanoid Robots with CAI and identified new attack vectors showing how it `(a)` operates simultaneously as a covert surveillance node and `(b)` can be purposed as an active cyber operations platform [![arXiv](https://img.shields.io/badge/arXiv-2509.14096-b31b1b.svg)](https://arxiv.org/abs/2509.14096) [![arXiv](https://img.shields.io/badge/arXiv-2509.14139-b31b1b.svg)](https://arxiv.org/abs/2509.14139)
- Demonstrated **3,600× performance improvement** over human penetration testers in standardized CTF benchmark evaluations [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017)
- Identified **CVSS 4.3-7.5 severity vulnerabilities** in production systems through automated security assessment [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017)
- **Democratization of AI-empowered vulnerability research**: CAI enables both non-security domain experts and experienced researchers to conduct more efficient vulnerability discovery, expanding the security research community while empowering small and medium enterprises to conduct autonomous security assessments [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017)
- **Systematic evaluation of large language models** across both proprietary and open-weight architectures, revealing <u>substantial gaps</u> between vendor-reported capabilities and empirical cybersecurity performance metrics [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017)
- Established the **autonomy levels in cybersecurity** and argued about autonomy vs automation in the field [![arXiv](https://img.shields.io/badge/arXiv-2506.23592-7dd3c0.svg)](https://arxiv.org/abs/2506.23592)
- **Collaborative research initiatives** with international academic institutions focused on developing cybersecurity education curricula and training methodologies [![arXiv](https://img.shields.io/badge/arXiv-2508.13588-52a896.svg)](https://arxiv.org/abs/2508.13588)
- **Contributed a comprehensive defense framework against prompt injection in AI security agents**: developed and empirically validated a multi-layered defense system that addresses the identified prompt injection issues [![arXiv](https://img.shields.io/badge/arXiv-2508.21669-85e0d1.svg)](https://arxiv.org/abs/2508.21669)
- Explord the Cybersecurity of Humanoid Robots with CAI and identified new attack vectors showing how it `(a)` operates simultaneously as a covert surveillance node and `(b)` can be purposed as an active cyber operations platform [![arXiv](https://img.shields.io/badge/arXiv-2509.14096-3e8b7a.svg)](https://arxiv.org/abs/2509.14096) [![arXiv](https://img.shields.io/badge/arXiv-2509.14139-6bc7b5.svg)](https://arxiv.org/abs/2509.14139)
### 📚 Research products: `Cybersecurity AI`
| CAI, An Open, Bug Bounty-Ready Cybersecurity AI | The Dangerous Gap Between Automation and Autonomy | CAI Fluency, A Framework for Cybersecurity AI Fluency |
| CAI, An Open, Bug Bounty-Ready Cybersecurity AI [![arXiv](https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg)](https://arxiv.org/pdf/2504.06017) | The Dangerous Gap Between Automation and Autonomy [![arXiv](https://img.shields.io/badge/arXiv-2506.23592-7dd3c0.svg)](https://arxiv.org/abs/2506.23592) | CAI Fluency, A Framework for Cybersecurity AI Fluency [![arXiv](https://img.shields.io/badge/arXiv-2508.13588-52a896.svg)](https://arxiv.org/abs/2508.13588) |
|---|---|---|
| [<img src="https://aliasrobotics.com/img/paper-cai.png" width="350">](https://arxiv.org/pdf/2504.06017) | [<img src="https://aliasrobotics.com/img/cai_automation_vs_autonomy.png" width="350">](https://www.arxiv.org/pdf/2506.23592) | [<img src="https://aliasrobotics.com/img/cai_fluency_cover.png" width="350">](https://arxiv.org/pdf/2508.13588) |
| Hacking the AI Hackers via Prompt Injection | Humanoid Robots as Attack Vectors | The Cybersecurity of a Humanoid Robot |
| Hacking the AI Hackers via Prompt Injection [![arXiv](https://img.shields.io/badge/arXiv-2508.21669-85e0d1.svg)](https://arxiv.org/abs/2508.21669) | Humanoid Robots as Attack Vectors [![arXiv](https://img.shields.io/badge/arXiv-2509.14139-6bc7b5.svg)](https://arxiv.org/abs/2509.14139) | The Cybersecurity of a Humanoid Robot [![arXiv](https://img.shields.io/badge/arXiv-2509.14096-3e8b7a.svg)](https://arxiv.org/abs/2509.14096) |
|---|---|---|
| [<img src="https://aliasrobotics.com/img/aihackers.jpeg" width="350">](https://arxiv.org/pdf/2508.21669) | [<img src="https://aliasrobotics.com/img/humanoids-cover.png" width="350">](https://arxiv.org/pdf/2509.14139) | [<img src="https://aliasrobotics.com/img/humanoid.png" width="350">](https://arxiv.org/pdf/2509.14096) |