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---
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title: AEGIS BIO LAB 10 CONDUCTOR
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emoji: 🧬
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colorFrom: blue
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colorTo: green
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sdk: docker
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pinned: false
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license: mit
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---
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# AEGIS BIO LAB 10 CONDUCTOR
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Advanced multi-domain analysis system powered by **DeepSeek-V3.2-Exp** with HuggingFace InferenceClient integration.
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## 🚀 Features
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- **HuggingFace InferenceClient**: Direct integration with HF models for reliable performance
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- **DeepSeek-V3.2-Exp**: Latest model for enhanced reasoning and analysis
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- **Multi-Domain Expertise**: Economics, Technology, Security, Health, Environment, Strategy
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- **Global Analysis**: Coverage across 8 global regions
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- **Intelligent Failover**: Seamless switching between model endpoints
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- **Real-time Analysis**: Instant responses with optimized API calls
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## 🔧 Configuration
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This space requires only one secret to be set in Settings > Secrets:
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```
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HF_TOKEN=your_huggingface_token
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```
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## 🌐 Model Endpoints
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1. **DeepSeek-V3.2-Exp** (Primary): Latest experimental model with enhanced capabilities
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2. **DeepSeek-V3-Base** (Secondary): Stable base model for reliable inference
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3. **DeepSeek-Fallback** (Tertiary): Additional endpoint for high availability
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## 🧠 Capabilities
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- **Economic Analysis**: Market dynamics, financial implications, policy recommendations
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- **Technology Assessment**: AI impacts, cybersecurity, innovation trends
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- **Security Analysis**: Threat assessment, risk evaluation, geopolitical stability
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- **Health Systems**: Pandemic preparedness, biotechnology, public health policies
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- **Environmental Impact**: Climate change, sustainability, ecological analysis
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- **Strategic Planning**: Long-term analysis, policy frameworks, cross-domain insights
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## 🔄 How InferenceClient Works
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The system uses HuggingFace InferenceClient for:
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- Direct model access without raw HTTP requests
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- Automatic retry logic and error handling
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- Optimized message formatting for chat completion
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- Built-in rate limiting and queue management
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## 📊 Usage
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Simply ask questions about any domain - the AEGIS CONDUCTOR will provide comprehensive analysis with global perspective and strategic insights.
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## 🛡️ Model Information
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- **Primary Model**: deepseek-ai/DeepSeek-V3.2-Exp
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- **Secondary Model**: deepseek-ai/DeepSeek-V3-Base
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- **API Method**: HuggingFace InferenceClient.chat_completion()
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- **Capabilities**: Advanced reasoning, multi-domain analysis
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- **Context**: Optimized for complex analytical tasks
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- **Reliability**: Multiple model endpoints for high availability
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## 🔧 Technical Details
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- **Framework**: Flask with HuggingFace Hub integration
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- **Dependencies**: huggingface_hub, flask, requests, pydantic
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- **Deployment**: Docker container on HuggingFace Spaces
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- **Authentication**: HF_TOKEN for model access
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---
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*Powered by AEGIS BIO LAB 10 CONDUCTOR - Multi-Domain Expert System with HuggingFace InferenceClient*
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