Update logo square

Update with square logo

README.md

@@ -1,60 +1,63 @@
 ---
 title: README
-emoji: 🐨
-colorFrom: red
-colorTo: blue
+emoji: 🌍
+colorFrom: yellow
+colorTo: red
 sdk: static
-pinned: false
+pinned: true
 ---
 <p align="center">
-  <img src="https://montimage.netlify.app/assets/logos/logo.svg" alt="Montimage Logo" width="280"/>
+  <img src="https://github.com/Montimage/.github/raw/main/profile/logo_montimage_square_black.png" alt="Montimage Logo" width="280"/>
 </p>
 
 <h3 align="center">AI-Powered Cybersecurity & Network Intelligence</h3>
 
 <p align="center">
-  <a href="https://www.montimage.com">Website</a> •
+  <a href="https://www.montimage.ceu">Website</a> •
   <a href="https://linkedin.com/company/montimage">LinkedIn</a> •
-  <a href="https://github.com/montimage">GitHub</a>
+  <a href="https://github.com/montimage">GitHub</a> •
+  <a href="https://huggingface.co/montimage">Hugging Face</a>
 </p>
 
 ---
 
 ## About
 
-**Montimage** is a French cybersecurity company (est. 2004) building AI-powered solutions for network security and threat detection. We fine-tune LLMs and develop AI agentic workflows for autonomous security monitoring, threat analysis, and incident response.
+**Montimage** is a French AI and cybersecurity company founded in 2004, headquartered in Paris. We combine **machine learning**, **deep packet inspection**, and **real-time analytics** to build intelligent security solutions. Our AI-driven tools protect networks, detect advanced threats, and secure critical infrastructure across 5G/6G, IoT, and cloud environments.
 
-## AI & ML Focus
+## AI & Machine Learning Focus
 
-- **LLM Fine-tuning** — Domain-specific models for cybersecurity and network analysis
-- **AI Agents** — Autonomous threat detection and response workflows
-- **Anomaly Detection** — ML-powered behavioral analysis for zero-day attacks
-- **Traffic Classification** — Deep learning for encrypted traffic analysis
-- **Predictive Security** — AI-driven threat intelligence and forecasting
-- **Digital Twins** — AI-enabled attack simulation for IDS training (GANs)
+- **AI-Powered Threat Detection** — ML models for zero-day attacks, anomaly detection, and behavioral analysis
+- **AI-Driven Attack Generation** — Using ML/LLMs to craft sophisticated attacks, adversarial samples, and automated exploitation
+- **AI Red Teaming & Safety** — Security testing of AI/ML systems, LLM vulnerability assessment, and model robustness evaluation
+- **Deep Learning for Network Security** — Neural networks for encrypted traffic classification and intrusion detection
+- **LLM & NLP Applications** — Natural language processing for security log analysis and threat intelligence
 
-## Research Areas
+## Our Models & Datasets
 
-We actively develop AI/ML techniques for:
-- Intrusion Detection Systems (IDS)
-- Automated vulnerability detection and response
-- Explainable AI for security decision-making
-- Privacy-preserving ML for network monitoring
-- Real-time threat classification at scale
-- Phishing detection & training.
+We publish models and datasets for:
+- Network traffic classification
+- Intrusion detection
+- Malware analysis
+- Attack pattern recognition
+- Security log analysis
 
-## Active EU AI Projects
+## Research & Innovation
 
-- **[INTACT](https://intact-horizon.eu/)** — AI-enabled Attack Emulator using GANs for IDS training
-- **[ENSURE-6G](https://ensure-6g.eu/)** — AI/ML-driven autonomous security for 6G networks
-- **[AI4CYBER](https://ai4cyber.eu/)** — Trustworthy AI for automated vulnerability detection
-- **[ResilMesh](https://resilmesh.eu/)** — AI/ML-based change-point detection for IT/OT security
+Active participant in **27 EU-funded research projects** including Horizon Europe and Digital Europe programmes, with strong focus on **AI for cybersecurity**.
+
+**AI-Focused Projects:**
+- [AIAGENT4CYBER](https://www.montimage.com/projects/aiagent4cyber) — Agentic AI Assistants for Cyber Defense
+- [SECASSURED](https://www.montimage.com/projects/secassured) — AI-based Security Assurance for Trustworthy Engineering
+- [DYNABIC](https://dynabic.eu/) — AI-driven cybersecurity for dynamic infrastructure
+- [INTACT](https://intact-horizon.eu/) — ML-based IoT-to-Cloud security
+- [ENSURE-6G](https://ensure-6g.eu/) — AI-powered 6G network protection
 
 ## At a Glance
 
-| 20+ Years | 60+ Publications | 10 Active Projects | AI-First |
-|:---------:|:----------------:|:------------------:|:--------:|
-| Experience | Peer-reviewed | EU-funded research | Security |
+| 20+ Years | 60+ Publications | 27 Research Projects | AI-First |
+|:---------:|:----------------:|:--------------------:|:--------:|
+| Research expertise | Peer-reviewed papers | EU-funded | Security approach |
 
 ---