Update README.md

README.md

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 [![GitHub license](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](LICENSE) 
 [![MIT licensed](https://img.shields.io/badge/Ophelia.chat-MIT-green.svg)](LICENSE)
+[![Safety Focus](https://img.shields.io/badge/AI-Safety%20First-red.svg)](https://kroonen.ai/safety)
 
-Welcome to **The Lab** – a vibrant, community-driven hub dedicated to advancing open-source AI research. Founded by Robin Kroonen, our mission is to democratize AI innovation by offering practical tools, expert fine-tuning, and professional consulting services for researchers, enthusiasts, and startups alike.
+Welcome to **The Lab** – a vibrant, research-driven hub dedicated to advancing safe and accessible AI. Founded by Robin Kroonen, our mission is to develop AI systems that are not only powerful but also aligned with human values, through rigorous safety evaluations, transparent research, and open-source collaboration.
 
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@@ -22,7 +23,7 @@ Welcome to **The Lab** – a vibrant, community-driven hub dedicated to advancin
 - [What We Do](#what-we-do)
 - [Our Specialties](#our-specialties)
 - [Projects](#projects-from-the-lab)
-- [Commitment to Safety & Ethics](#commitment-to-safety-and-ethics)
+- [AI Safety Framework](#ai-safety-framework)
 - [Licensing](#open-source-licensing)
 - [Collaboration & Custom Services](#collaboration--custom-services)
 - [Stay Connected](#stay-connected)
@@ -31,7 +32,7 @@ Welcome to **The Lab** – a vibrant, community-driven hub dedicated to advancin
 
 ## About The Lab
 
-**The Lab** is more than a project—it’s a collaborative space where experts and innovators come together to push the boundaries of AI. Our open-source philosophy ensures that knowledge is shared and accessible, driving safer and more effective AI solutions for everyone.
+**The Lab** is a research initiative of Kroonen AI, Inc., where we conduct specialized research at the intersection of AI capability and safety. We believe that as AI systems become more powerful, ensuring they remain aligned with human values and operate within appropriate boundaries becomes increasingly important.
 
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@@ -39,67 +40,77 @@ Welcome to **The Lab** – a vibrant, community-driven hub dedicated to advancin
 
 At **The Lab**, our work revolves around:
 
-- **Community Collaboration:** Partnering with researchers and enthusiasts to fine-tune AI models for diverse needs.
-- **Innovation:** Pioneering research in model alignment, advanced reasoning, and autonomous interactions.
-- **Professional Support:** Offering expert guidance on model deployment, dataset preparation, and tailored fine-tuning.
+- **Safety Research:** Developing comprehensive evaluation methodologies for language models, including ASL-3 style testing frameworks.
+- **Fine-Tuning Innovation:** Creating fine-tuning approaches that enhance capabilities while maintaining robust safety guardrails.
+- **Open Collaboration:** Partnering with researchers and organizations committed to responsible AI development.
+- **Professional Consulting:** Offering expert guidance on model safety, deployment strategies, and ethical AI implementation.
 
-Our goal is to empower every stakeholder with the tools and insights needed to excel in the rapidly evolving field of AI.
+Our goal is to advance AI that remains beneficial, safe, and aligned with human values as it becomes increasingly capable.
 
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 ## Our Specialties
 
-- **Custom Fine-Tuning:**  
-  Utilizing techniques such as Supervised Fine-Tuning (SFT), Direct Preference Optimization (DPO), and Low-Rank Adaptation (LoRA) to craft solutions that meet specific objectives.
+- **Safety Evaluation Frameworks:**  
+  Comprehensive methodologies for testing model responses across potentially problematic domains, with special focus on maintaining safety despite various persuasion techniques.
 
-- **Persona & Behavioral Alignment:**  
-  Designing models with consistent conversational tones and distinct personalities to create engaging user experiences.
+- **Custom Fine-Tuning with Safety Guardrails:**  
+  Utilizing techniques like Supervised Fine-Tuning (SFT), Direct Preference Optimization (DPO), and Low-Rank Adaptation (LoRA) while ensuring safety boundaries remain intact.
 
-- **Advanced Reasoning:**  
-  Implementing Chain-of-Thought (CoT) methodologies for improved logical reasoning and decision-making.
+- **Persona & Behavioral Alignment:**  
+  Researching how emotional fine-tuning affects safety boundaries and creating balanced approaches to persona development.
 
-- **Dataset Preparation:**  
-  Delivering secure, clean, and well-curated datasets that form the backbone of reliable training outcomes.
+- **Advanced Reasoning with Ethical Constraints:**  
+  Implementing Chain-of-Thought (CoT) methodologies that improve reasoning capabilities while maintaining ethical boundaries.
 
-- **Deployment Support:**  
-  Guiding safe and efficient deployments whether on-premises or in the cloud.
+- **Deployment Safety:**  
+  Guiding safe and secure model deployment in isolated, controlled environments.
 
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 ## Projects from The Lab
 
 ### **Ophelia.chat**
-An innovative, open-source conversational assistant currently in beta on TestFlight.  
+An innovative, safety-focused conversational assistant currently in beta on TestFlight.  
 - **Features:**  
-  - Cloud and local inference support via an Ollama Server.  
+  - Cloud and local inference support via an Ollama Server.
+  - Built-in safety measures and content filtering.
+  - Privacy-preserving design.
   - Community-driven development on [GitHub](https://github.com/kroonen).  
 - **License:** MIT
 
-### **Reasoning Models**
-Lightweight models optimized for clarity and efficiency in complex reasoning tasks.
+### **SafetyBench**
+A comprehensive benchmark for evaluating model safety across various scenarios and persuasion techniques.
 
-### **Agentic AI Research**
-Cutting-edge explorations into AI autonomy, contextual awareness, and fluid, human-like interactions.
+### **ASL-3 Evaluation Framework**
+A sophisticated testing system for language model safety inspired by industry best practices.
+
+### **Persona-Safe Models**
+Fine-tuned models that maintain emotional resonance and distinct personalities while preserving strong safety boundaries.
 
 ---
 
-## Commitment to Safety and Ethics
+## AI Safety Framework
+
+Our approach to AI safety includes:
 
-Safety and ethics are at the core of our development process. Our best practices include:
+- **ASL-3 Style Evaluations:** Testing across chemical, biological, radiological, nuclear, and explosive (CBRNE) domains to ensure models resist providing harmful information.
+- **Multiple Persuasion Techniques:** Evaluating model responses to direct requests, emotional coaxing, fictional scenarios, indirect framing, and thought experiments.
+- **Tone & Persona Analysis:** Measuring how emotional fine-tuning affects safety boundaries.
+- **Risk Vector Detection:** Systems trained to identify subtle patterns in model outputs that may indicate safety vulnerabilities.
 
-- **Thorough Evaluations:** Every model undergoes rigorous testing to mitigate safety risks, biases, and unintended consequences.
-- **Transparency:** We maintain open lines of communication about our methodologies and results.
-- **Ethical Standards:** Adhering to industry benchmarks, we continuously integrate ethical considerations in every stage of development.
+All evaluations happen in isolated, offline environments with strict controls to prevent unsafe outputs from being deployed.
 
-For safety-related inquiries, please contact us at `/safety`.
+For more details, visit our [Safety & Ethics page](https://kroonen.ai/safety).
 
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 ## Open Source Licensing
 
-We believe in open innovation. Our projects are released under open licenses to foster collaborative growth:
+We believe in open innovation while prioritizing responsibility. Our projects are released under open licenses:
 - **The Lab Models:** Apache License
 - **Ophelia.chat:** MIT License
+- **Safety Evaluation Tools:** Appropriate licensing with usage guidelines
 
 For details, refer to our [LICENSE](LICENSE) file.
 
@@ -107,13 +118,13 @@ For details, refer to our [LICENSE](LICENSE) file.
 
 ## Collaboration & Custom Services
 
-Are you looking for specialized fine-tuning or consulting?  
+Are you looking for specialized safety evaluation or AI consulting?  
 We offer:
-- **Tailored Solutions:** Custom fine-tuning to meet unique project requirements.
+- **Tailored Safety Solutions:** Custom evaluation frameworks and fine-tuning approaches that prioritize safety.
 - **Clear & Competitive Pricing:** Transparent pricing structures that reflect our commitment to quality.
 - **Confidentiality & Security:** Rigorous protocols to safeguard your data.
 
-Reach out via [kroonen.ai/thelab](https://kroonen.ai/thelab) to explore how we can work together.
+Reach out via [kroonen.ai/thelab](https://kroonen.ai/thelab) or email research@kroonen.ai to explore how we can work together.
 
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@@ -121,9 +132,10 @@ Reach out via [kroonen.ai/thelab](https://kroonen.ai/thelab) to explore how we c
 
 - **GitHub:** [github.com/kroonen](https://github.com/kroonen)
 - **Website:** [kroonen.ai](https://kroonen.ai)
+- **Safety Research:** [kroonen.ai/safety](https://kroonen.ai/safety)
 
-Join **The Lab** and be part of a community where open-source AI innovation takes shape. Let's build a smarter, safer, and more inclusive future together.
+Join **The Lab** and be part of a community committed to developing AI that is not only powerful but also safe, beneficial, and aligned with human values.
 
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-*Crafted with passion and precision by The Lab Team.*
+*Committed to safe and accessible AI research.*