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-Critical Future Global 🚀
-<div align="center">
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-![alt text](https://img.shields.io/badge/Website-criticalfutureglobal.com-blue?style=for-the-badge&logo=globe)
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-![alt text](https://img.shields.io/badge/LinkedIn-Connect-0077B5?style=for-the-badge&logo=linkedin)
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-![alt text](https://img.shields.io/badge/Twitter-Follow-1DA1F2?style=for-the-badge&logo=twitter)
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+Generated markdown
+# Critical Future Global 🚀
 
+<div align="center">
 
-![alt text](https://img.shields.io/badge/Hugging_Face-Explore_Models-yellow?style=for-the-badge&logo=huggingface)
+[![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
+**Advancing AI Research & Development for Critical Global Challenges**
 
-Pioneering next-generation artificial intelligence solutions to address humanity's most pressing challenges
+*Pioneering next-generation artificial intelligence solutions to address humanity's most pressing challenges*
 
 </div>
 
-🌟 About Critical Future Global
-
-Critical Future Global, a division of Critical Future Ltd, is a cutting-edge AI research and development organization dedicated to creating transformative artificial intelligence solutions that address critical global challenges. With over a decade of pioneering AI development, we focus 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 available on Hugging Face[1]:
-
-🌍 Climate AI Suite
-
-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
+---
 
-Deepseek-R1.5: A massive language model (685B parameters) for complex reasoning tasks[1]
+## 🌟 About Critical Future Global
 
-🏥 Healthcare AI Portfolio
+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.
 
-MedicalLLM-Pro: HIPAA-compliant medical reasoning and diagnostic assistance models
+### 🎯 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.
 
-DrugDiscovery-AI: Molecular property prediction and drug candidate identification
+### 🔬 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.
 
-RadiologyVision: State-of-the-art medical imaging analysis models
+---
 
-📚 Educational AI Tools
+## 🤖 Our Models & Contributions
 
-EduAssistant-Multilingual: Adaptive tutoring systems supporting 100+ languages
+### 🏆 Featured Models
 
-AccessibilityAI: Models for educational content adaptation for diverse learning needs
+Discover a selection of our innovative models, many of which are available on our [Hugging Face profile](https://huggingface.co/Critical-Future):
 
-STEM-Reasoner: Advanced mathematical and scientific problem-solving models
+#### 🌍 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.
 
-LLama-4-S: A large language model (109B parameters) for diverse applications[1]
+#### 🏥 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.
 
-🔬 Scientific Research 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.
 
-ProteinFold-Ultra: Protein structure prediction with enhanced accuracy
+#### 🔬 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.
 
-MaterialsAI: Novel materials discovery and property prediction
-
-QuantumML: Quantum computing-enhanced machine learning models
-
-ace-nemo: A powerful 15B parameter model[1]
-
-Kimbo-thinking: A 16B parameter model designed for complex thought processes[1]
-
-qwen-vision-2.5: An 8B parameter vision model[1]
-
-smol-vlm: A compact 0.3B parameter vision language model[1]
-
-Sarv-wip: A 24B parameter work-in-progress model[1]
-
-Qwen3-8B-wip: An 8B parameter Qwen3 model under development[1]
-
-qwen3-moe: A 31B parameter Qwen3 Mixture of Experts model[1]
-
-kokoro-voice-wip: A model focusing on voice applications[1]
-
-✨ Proprietary AI Products
+### ✨ 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, allowing 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
-
+-   **🧠 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.
 
-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
 
-🚀 Getting Started
-🔍 Explore Our Models on Hugging Face
-Generated python
+### 🔍 Explore Our Models
+Access our models directly from Hugging Face for seamless integration into your projects.
+```python
 from transformers import AutoModel, AutoTokenizer
 
-# Load one of our models, e.g., Critical-Future/ace-nemo
+# 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 for climate data analysis (replace with appropriate model usage)
-input_text = "Analyze the carbon emission trends for renewable energy adoption"
+# 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
-Generated python
+``` 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")
-IGNORE_WHEN_COPYING_START
-content_copy
-download
+print(f"First example from climate data: {climate_data['train']}")
+
 Use code with caution.
-Python
-IGNORE_WHEN_COPYING_END
+```
 🛠️ Use Our Tools
-Generated bash
+``` 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
-content_copy
-download
-Use code with caution.
-Bash
-IGNORE_WHEN_COPYING_END
-📋 Model Cards & Documentation
+```
+
+
+### 📋 Model Cards & Documentation
 
-All our models come with comprehensive documentation including:
+All our models come with comprehensive documentation, ensuring transparency and responsible use:
 
-📖 Model Cards: Detailed specifications, training data, and intended use cases
+# 📖 Model Cards: Detailed specifications, training data, and intended use cases.
 
-⚖️ Ethics Statements: Bias analysis, fairness considerations, and responsible use guidelines
+# ⚖️ Ethics Statements: Bias analysis, fairness considerations, and responsible use guidelines.
 
-🔧 Technical Documentation: Implementation details, fine-tuning guides, and API references
+# 🔧 Technical Documentation: Implementation details, fine-tuning guides, and API references.
 
-📊 Evaluation Reports: Performance benchmarks, comparison studies, and limitation analysis
+# 📊 Evaluation Reports: Performance benchmarks, comparison studies, and limitation analysis.
 
-🌱 Sustainability & Ethics
-🌿 Environmental Responsibility
+# 🌱 Sustainability & Ethics
+# 🌿 Environmental Responsibility
 
-Carbon-Neutral Training: All model training powered by renewable energy
+Carbon-Neutral Training: All model training is powered by renewable energy.
 
-Efficient Architectures: Optimized models for reduced computational requirements
+Efficient Architectures: Our models are optimized for reduced computational requirements.
 
-Green AI Research: Developing techniques to minimize AI's environmental impact
+Green AI Research: We actively develop techniques to minimize AI's environmental impact.
 
-⚖️ Ethical AI Development
+## ⚖️ Ethical AI Development
 
-Bias Mitigation: Systematic evaluation and reduction of algorithmic bias
+Bias Mitigation: Systematic evaluation and reduction of algorithmic bias.
 
-Transparency: Open documentation of model capabilities and limitations
+Transparency: Open documentation of model capabilities and limitations.
 
-Inclusive Design: Ensuring AI benefits all communities and demographics
+Inclusive Design: Ensuring AI benefits all communities and demographics.
 
-Privacy Protection: Strong data protection and anonymization practices
+Privacy Protection: Strong data protection and anonymization practices.
 
-📈 Community & Contributions
+## 📈 Community & Contributions
 🤝 How to Contribute
 
-🔬 Research Collaboration: Join our research initiatives and co-author papers
+We welcome collaboration from the global AI community:
 
-💻 Code Contributions: Contribute to our open-source tools and frameworks
+🔬 Research Collaboration: Join our research initiatives and co-author papers.
 
-📊 Data Sharing: Share datasets that align with our mission (following privacy guidelines)
+💻 Code Contributions: Contribute to our open-source tools and frameworks on GitHub.
 
-🐛 Issue Reporting: Help us improve by reporting bugs and suggesting enhancements
+📊 Data Sharing: Share datasets that align with our mission (following privacy guidelines).
 
-📝 Documentation: Improve our documentation and create tutorials
+🐛 Issue Reporting: Help us improve by reporting bugs and suggesting enhancements.
+
+📝 Documentation: Improve our documentation and create tutorials.
 
 💬 Community Guidelines
 
-Respectful and inclusive communication
+Respectful and inclusive communication.
 
-Commitment to responsible AI development
+Commitment to responsible AI development.
 
-Collaboration towards solving global challenges
+Collaboration towards solving global challenges.
 
-Recognition of diverse perspectives and expertise
+Recognition of diverse perspectives and expertise.
 
-📞 Contact & Support
+## 📞 Contact & Support
 🏢 General Inquiries
 
 Website: criticalfutureglobal.com
@@ -342,7 +283,7 @@ Technical Support: [email protected]
 
 Documentation: docs.criticalfutureglobal.com
 
-📱 Social Media
+## 📱 Social Media
 
 Twitter: @criticalfuture
 
@@ -350,24 +291,25 @@ Medium: medium.com/@criticalfuture
 
 YouTube: Critical Future AI
 
-📄 License & Usage
+## 📄 License & Usage
 📜 Licensing
 
-Open Source Models: Released under Apache 2.0 License for research and commercial use
+Open Source Models: Released under Apache 2.0 License for research and commercial use.
+
+Research Datasets: Available under Creative Commons licenses with proper attribution.
 
-Research Datasets: Available under Creative Commons licenses with proper attribution
+Commercial Tools: Available under enterprise licensing for production deployment.
 
-Commercial Tools: Available under enterprise licensing for production deployment
+## ⚠️ Usage Guidelines
 
-⚠️ Usage Guidelines
+Respect model limitations and intended use cases.
 
-Respect model limitations and intended use cases
+Follow ethical AI principles in deployment.
 
-Follow ethical AI principles in deployment
+Acknowledge Critical Future Global in academic publications.
 
-Acknowledge Critical Future Global in academic publications
+Report issues and provide feedback for continuous improvement.
 
-Report issues and provide feedback for continuous improvement
 
 <div align="center">
 
@@ -388,7 +330,4 @@ Together, we can harness the power of artificial intelligence to solve humanity'
 Critical Future Global | Advancing AI for Global Good | Est. 2023
 
 </div>
-
-Sources
-help
-Critical-Future (Critical Future) - Hugging Face
+```