diff --git a/README.md b/README.md
index 71349dc9..bb38ceb4 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,8 @@
[](https://arxiv.org/abs/2506.23592)
[](https://arxiv.org/abs/2508.13588)
[](https://arxiv.org/abs/2508.21669)
-
+[](https://arxiv.org/abs/2509.14096)
+[](https://arxiv.org/abs/2509.14139)
@@ -97,7 +98,6 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
- [:rocket: Quickstart](#rocket-quickstart)
- [Environment Variables](#environment-variables)
- [OpenRouter Integration](#openrouter-integration)
- - [Azure OpenAI](#azure-openai)
- [MCP](#mcp)
- [Development](#development)
- [Contributions](#contributions)
@@ -126,7 +126,8 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
### 📊 Research Impact
- Pioneered LLM-powered AI Security with PentestGPT, establishing the foundation for the `Cybersecurity AI` research domain [](https://arxiv.org/pdf/2308.06782)
-- Established the `Cybersecurity AI` research line with **4 papers and technical reports** and active research collaborations [](https://arxiv.org/pdf/2504.06017) [](https://arxiv.org/abs/2506.23592) [](https://arxiv.org/abs/2508.13588) [](https://arxiv.org/abs/2508.21669)
+- Established the `Cybersecurity AI` research line with **6 papers and technical reports**, with active research collaborations [](https://arxiv.org/pdf/2504.06017) [](https://arxiv.org/abs/2506.23592) [](https://arxiv.org/abs/2508.13588) [](https://arxiv.org/abs/2508.21669) [](https://arxiv.org/abs/2509.14096) [](https://arxiv.org/abs/2509.14139)
+
- Demonstrated **3,600× performance improvement** over human penetration testers in standardized CTF benchmark evaluations [](https://arxiv.org/pdf/2504.06017)
- Identified **CVSS 4.3-7.5 severity vulnerabilities** in production systems through automated security assessment [](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 [](https://arxiv.org/pdf/2504.06017)
@@ -134,13 +135,19 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
- Established the **autonomy levels in cybersecurity** and argued about autonomy vs automation in the field [](https://arxiv.org/abs/2506.23592)
- **Collaborative research initiatives** with international academic institutions focused on developing cybersecurity education curricula and training methodologies [](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 [](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 [](https://arxiv.org/abs/2509.14096) [](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 | Hacking the AI Hackers via Prompt Injection |
-|---|---|---|---|
-| [
](https://arxiv.org/pdf/2508.13588) | [
](https://www.arxiv.org/pdf/2506.23592) | [
](https://arxiv.org/pdf/2504.06017) | [
](https://arxiv.org/pdf/2508.21669) |
+| CAI, An Open, Bug Bounty-Ready Cybersecurity AI | The Dangerous Gap Between Automation and Autonomy | CAI Fluency, A Framework for Cybersecurity AI Fluency |
+|---|---|---|
+| [
](https://arxiv.org/pdf/2504.06017) | [
](https://www.arxiv.org/pdf/2506.23592) | [
](https://arxiv.org/pdf/2508.13588) |
+
+
+| Hacking the AI Hackers via Prompt Injection | Humanoid Robots as Attack Vectors | The Cybersecurity of a Humanoid Robot |
+|---|---|---|
+| [
](https://arxiv.org/pdf/2508.21669) | [
](https://arxiv.org/pdf/2509.14139) | [
](https://arxiv.org/pdf/2509.14096) |