Update README.md

README.md

@@ -1,333 +0,0 @@
-Generated markdown
-# Critical Future Global 🚀
-
-<div align="center">
-
-[![Website](https://img.shields.io/badge/Website-criticalfutureglobal.com-blue?style=for-the-badge&logo=globe)](https://criticalfutureglobal.com/)
-[![LinkedIn](https://img.shields.io/badge/LinkedIn-Connect-0077B5?style=for-the-badge&logo=linkedin)](https://www.linkedin.com/company/critical-future/)
-[![Twitter](https://img.shields.io/badge/Twitter-Follow-1DA1F2?style=for-the-badge&logo=twitter)](https://twitter.com/criticalfuture)
-[![Email](https://img.shields.io/badge/Email-Contact-EA4335?style=for-the-badge&logo=gmail)](mailto:[email protected])
-[![Hugging Face](https://img.shields.io/badge/Hugging_Face-Explore_Models-yellow?style=for-the-badge&logo=huggingface)](https://huggingface.co/Critical-Future)
-
-**Advancing AI Research & Development for Critical Global Challenges**
-
-*Pioneering next-generation artificial intelligence solutions to address humanity's most pressing challenges*
-
-</div>
-
----
-
-## 🌟 About Critical Future Global
-
-Critical Future Global, a specialized division of **Critical Future Ltd**, is a cutting-edge AI research and development organization. We are dedicated to creating transformative artificial intelligence solutions that address critical global challenges. Leveraging over a decade of pioneering AI development experience, our focus is on developing state-of-the-art models, datasets, and tools that push the boundaries of what's possible with AI technology.
-
-### 🎯 Our Mission
-To accelerate the development and deployment of safe, beneficial AI systems that can solve complex global problems, including climate change, healthcare accessibility, education equity, and sustainable development.
-
-### 🔬 Research Focus Areas
--   **🌍 Climate & Environmental AI**: Models for climate prediction, environmental monitoring, and sustainability optimization.
--   **🏥 Healthcare AI**: Advanced diagnostic models, drug discovery acceleration, and personalized medicine.
--   **📚 Educational AI**: Adaptive learning systems, multilingual education tools, and accessibility technologies.
--   **🌐 Language Technologies**: Multilingual NLP, low-resource language support, and cross-cultural communication.
--   **🛡️ AI Safety & Ethics**: Alignment research, bias detection, and responsible AI development.
--   **🔬 Scientific Computing**: AI-accelerated research tools for physics, chemistry, biology, and materials science.
-
----
-
-## 🤖 Our Models & Contributions
-
-### 🏆 Featured Models
-
-Discover a selection of our innovative models, many of which are available on our [Hugging Face profile](https://huggingface.co/Critical-Future):
-
-#### 🌍 Climate & Environmental AI
--   **ClimateGPT-Series**: Large language models specialized in climate science and environmental data analysis.
--   **WeatherForecaster-XL**: Advanced weather prediction models with unprecedented accuracy.
--   **CarbonTracker**: AI systems for carbon footprint analysis and optimization.
--   **`Critical-Future/Deepseek-R1.5`**: A massive 685-billion parameter language model for complex reasoning tasks.
-
-#### 🏥 Healthcare AI Portfolio
--   **MedicalLLM-Pro**: HIPAA-compliant medical reasoning and diagnostic assistance models.
--   **DrugDiscovery-AI**: Molecular property prediction and drug candidate identification.
--   **RadiologyVision**: State-of-the-art medical imaging analysis models.
-
-#### 📚 Educational AI Tools
--   **EduAssistant-Multilingual**: Adaptive tutoring systems supporting 100+ languages.
--   **AccessibilityAI**: Models for educational content adaptation for diverse learning needs.
--   **STEM-Reasoner**: Advanced mathematical and scientific problem-solving models.
--   **`Critical-Future/LLama-4-S`**: A large 109-billion parameter language model for diverse applications.
-
-#### 🔬 Scientific Research & General Purpose Models
--   **ProteinFold-Ultra**: Protein structure prediction with enhanced accuracy.
--   **MaterialsAI**: Novel materials discovery and property prediction.
--   **QuantumML**: Quantum computing-enhanced machine learning models.
--   **`Critical-Future/ace-nemo`**: A powerful 15-billion parameter model for a range of tasks.
--   **`Critical-Future/Kimbo-thinking`**: A 16-billion parameter model designed for complex thought processes.
--   **`Critical-Future/qwen-vision-2.5`**: An 8-billion parameter vision model for image understanding.
--   **`Critical-Future/smol-vlm`**: A compact 0.3-billion parameter vision-language model.
--   **`Critical-Future/qwen3-moe`**: A 31-billion parameter Qwen3 Mixture of Experts model for enhanced performance.
--   **`Critical-Future/Qwen3-8B-wip`**: An 8-billion parameter Qwen3 model currently under development.
--   **`Critical-Future/Sarv-wip`**: A 24-billion parameter work-in-progress model.
--   **`Critical-Future/kokoro-voice-wip`**: A model focusing on advanced voice applications.
-
-### ✨ Proprietary AI Products
-
-Beyond our research models, Critical Future develops advanced AI products that transform how businesses operate:
--   **🧠 AI Brain**: The Ultimate RAG (Retrieval-Augmented Generation) System, enabling AI to interrogate company documents and provide instant, accurate answers.
--   **❤️ AI Therapist**: A cutting-edge application offering real-time voice, video, and text therapeutic conversations with sub-250ms latency and multimodal AI capabilities.
--   **✍️ BlogBoss**: An AI-powered content machine that writes compelling, SEO-optimized blogs daily after a simple 5-minute setup, boosting rankings and traffic.
--   **📧 Email Boss**: AI voice-to-voice email management that reads, summarizes, and responds to emails in real-time via voice commands.
--   **📢 Vox Boss**: An AI PR Tracker & Booster that tracks competitor PR activities, monitors industry news, and automates PR strategy.
-
-### 📊 Datasets & Resources
-
-#### 🌍 Climate & Environment
--   **GlobalClimateCorpus**: Comprehensive climate science literature and data compilation.
--   **SatelliteEarthObs**: Curated satellite imagery datasets for environmental monitoring.
--   **CarbonEmissionsBench**: Benchmarking dataset for carbon footprint analysis.
-
-#### 🏥 Healthcare & Life Sciences
--   **MedicalKnowledgeBase**: Anonymized, diverse medical case studies and diagnostic data.
--   **BioMolecularDB**: Comprehensive molecular and protein interaction datasets.
--   **GlobalHealthMetrics**: Public health indicators and epidemiological data.
-
-#### 📚 Education & Language
--   **MultilingualEduCorpus**: Educational content in 150+ languages and dialects.
--   **STEMProblemSets**: Comprehensive mathematics and science problem collections.
--   **AccessibilityDatasets**: Resources for developing inclusive AI systems.
-
----
-
-## 🛠️ Tools & Frameworks
-
-### 🔧 Development Tools
--   **CFG-Trainer**: Optimized training framework for large-scale model development.
--   **EthicsChecker**: Automated bias detection and fairness evaluation tools.
--   **DeploymentSuite**: Production-ready model serving and monitoring solutions.
-
-### 📈 Evaluation & Benchmarking
--   **GlobalAI-Benchmark**: Comprehensive evaluation suite for domain-specific AI models.
--   **SafetyMetrics**: Tools for measuring AI safety and alignment.
--   **Impact-Assessor**: Framework for measuring real-world AI impact.
-
----
-
-## 🎓 Research Publications & Impact
-
-### 📄 Recent Publications
--   *"Scaling Climate AI: Large Language Models for Environmental Science"* - Nature AI (2024)
--   *"Democratizing Healthcare AI: Multilingual Medical Reasoning Models"* - Science Translational Medicine (2024)
--   *"Educational Equity Through AI: Adaptive Learning for Global Accessibility"* - AI & Education Journal (2024)
-
-### 🏅 Recognition & Awards
--   **UNESCO AI for Good Global Summit Winner** (2024) - Climate Prediction Model
--   **MIT Technology Review Innovators Under 35** - Team Recognition (2024)
--   **ACM Computing Excellence Award** - Educational AI Contributions (2023)
-
-### 📊 Impact Metrics
--   **🌍 Environmental**: 15+ countries using our climate models for policy decisions.
--   **🏥 Healthcare**: 200+ hospitals implementing our diagnostic AI tools; achieved 100% recall accuracy in predicting cancer from photographs and matched cancer patients with the right drugs.
--   **📚 Education**: 1M+ students benefiting from our adaptive learning systems.
--   **🔬 Research**: 500+ scientific papers citing our models and datasets; accurately predicted metal prices for the world's largest metals company.
--   **⚙️ Automation**: Automated entire finance functions, including invoice, timesheet, and expense processing.
-
----
-
-## 🤝 Collaboration & Partnerships
-
-### 🏛️ Academic Partners
--   Stanford AI Lab
--   MIT Computer Science and Artificial Intelligence Laboratory (CSAIL)
--   Oxford Internet Institute
--   Max Planck Institute for Intelligent Systems
--   University of Toronto Vector Institute
-
-### 🌐 Global Organizations
--   United Nations AI Advisory Body
--   World Health Organization AI Initiative
--   UNESCO Education 2030 Framework
--   IPCC Climate Modeling Consortium
-
-### 🏢 Industry Collaborations
-Critical Future partners with industry leaders across various sectors:
--   Leading cloud providers for scalable AI infrastructure.
--   Healthcare institutions for clinical validation.
--   Educational technology companies for global deployment.
--   **Trusted by**: Roche, NovusDX, Siemens, Teck Resources, DHL Supply Chain Ltd., and many more leading organizations globally.
-
----
-
-## 🚀 Getting Started
-
-### 🔍 Explore Our Models
-Access our models directly from Hugging Face for seamless integration into your projects.
-```python
-from transformers import AutoModel, AutoTokenizer
-
-# Load a Critical Future model, e.g., Critical-Future/ace-nemo
-# Explore more models on our Hugging Face profile: https://huggingface.co/Critical-Future
-model_name = "Critical-Future/ace-nemo"
-model = AutoModel.from_pretrained(model_name)
-tokenizer = AutoTokenizer.from_pretrained(model_name)
-
-# Example usage (adjust based on model's specific capabilities)
-input_text = "What are the key factors influencing climate change?"
-inputs = tokenizer(input_text, return_tensors="pt")
-outputs = model(**inputs)
-print(f"Model outputs: {outputs}")
-```
-📊 Access Our Datasets
-``` python
-from datasets import load_dataset
-```
-# Load our multilingual education dataset
-```
-dataset = load_dataset("criticalfuture/multilingual-edu-corpus")
-print(f"First example from dataset: {dataset['train']}")
-```
-# Access climate data benchmark
-```
-climate_data = load_dataset("criticalfuture/global-climate-corpus")
-print(f"First example from climate data: {climate_data['train']}")
-
-Use code with caution.
-```
-🛠️ Use Our Tools
-``` bash
-# Install our development framework
-pip install cfg-trainer
-```
-# Run ethics checking on your model
-```
-python -m cfg_trainer.ethics_check --model your_model_path
-IGNORE_WHEN_COPYING_START
-```
-
-
-### 📋 Model Cards & Documentation
-
-All our models come with comprehensive documentation, ensuring transparency and responsible use:
-
-# 📖 Model Cards: Detailed specifications, training data, and intended use cases.
-
-# ⚖️ Ethics Statements: Bias analysis, fairness considerations, and responsible use guidelines.
-
-# 🔧 Technical Documentation: Implementation details, fine-tuning guides, and API references.
-
-# 📊 Evaluation Reports: Performance benchmarks, comparison studies, and limitation analysis.
-
-# 🌱 Sustainability & Ethics
-# 🌿 Environmental Responsibility
-
-Carbon-Neutral Training: All model training is powered by renewable energy.
-
-Efficient Architectures: Our models are optimized for reduced computational requirements.
-
-Green AI Research: We actively develop techniques to minimize AI's environmental impact.
-
-## ⚖️ Ethical AI Development
-
-Bias Mitigation: Systematic evaluation and reduction of algorithmic bias.
-
-Transparency: Open documentation of model capabilities and limitations.
-
-Inclusive Design: Ensuring AI benefits all communities and demographics.
-
-Privacy Protection: Strong data protection and anonymization practices.
-
-## 📈 Community & Contributions
-🤝 How to Contribute
-
-We welcome collaboration from the global AI community:
-
-🔬 Research Collaboration: Join our research initiatives and co-author papers.
-
-💻 Code Contributions: Contribute to our open-source tools and frameworks on GitHub.
-
-📊 Data Sharing: Share datasets that align with our mission (following privacy guidelines).
-
-🐛 Issue Reporting: Help us improve by reporting bugs and suggesting enhancements.
-
-📝 Documentation: Improve our documentation and create tutorials.
-
-💬 Community Guidelines
-
-Respectful and inclusive communication.
-
-Commitment to responsible AI development.
-
-Collaboration towards solving global challenges.
-
-Recognition of diverse perspectives and expertise.
-
-## 📞 Contact & Support
-🏢 General Inquiries
-
-Website: criticalfutureglobal.com
-
-Email: [email protected]
-
-LinkedIn: Critical Future Global
-
-🔬 Research Collaboration
-
-Email: [email protected]
-
-Partnership Inquiries: [email protected]
-
-🛠️ Technical Support
-
-GitHub: github.com/Critical-Future-LTD
-
-Technical Support: [email protected]
-
-Documentation: docs.criticalfutureglobal.com
-
-## 📱 Social Media
-
-Twitter: @criticalfuture
-
-Medium: medium.com/@criticalfuture
-
-YouTube: Critical Future AI
-
-## 📄 License & Usage
-📜 Licensing
-
-Open Source Models: Released under Apache 2.0 License for research and commercial use.
-
-Research Datasets: Available under Creative Commons licenses with proper attribution.
-
-Commercial Tools: Available under enterprise licensing for production deployment.
-
-## ⚠️ Usage Guidelines
-
-Respect model limitations and intended use cases.
-
-Follow ethical AI principles in deployment.
-
-Acknowledge Critical Future Global in academic publications.
-
-Report issues and provide feedback for continuous improvement.
-
-
-<div align="center">
-
-🌟 Join Us in Shaping the Future
-
-Together, we can harness the power of artificial intelligence to solve humanity's greatest challenges and build a better, more equitable future for all.
-
-![alt text](https://img.shields.io/badge/⭐-Star%20Our%20Repos-yellow?style=for-the-badge)
-
-
-![alt text](https://img.shields.io/badge/📱-Follow%20Us-blue?style=for-the-badge)
-
-
-![alt text](https://img.shields.io/badge/🤝-Collaborate-green?style=for-the-badge)
-
-"The future depends on what we do in the present." - Mahatma Gandhi
-
-Critical Future Global | Advancing AI for Global Good | Est. 2023
-
-</div>
-```