---
title: AEGIS BIO LAB 10 CONDUCTOR
emoji: 🧬
colorFrom: blue
colorTo: green
sdk: docker
pinned: false
license: mit
---

# AEGIS BIO LAB 10 CONDUCTOR

Advanced multi-domain analysis system powered by **DeepSeek-V3.2-Exp** with HuggingFace InferenceClient integration.

## 🚀 Features

- **HuggingFace InferenceClient**: Direct integration with HF models for reliable performance
- **DeepSeek-V3.2-Exp**: Latest model for enhanced reasoning and analysis
- **Multi-Domain Expertise**: Economics, Technology, Security, Health, Environment, Strategy
- **Global Analysis**: Coverage across 8 global regions
- **Intelligent Failover**: Seamless switching between model endpoints
- **Real-time Analysis**: Instant responses with optimized API calls

## 🔧 Configuration

This space requires only one secret to be set in Settings > Secrets:

```
HF_TOKEN=your_huggingface_token
```

## 🌐 Model Endpoints

1. **DeepSeek-V3.2-Exp** (Primary): Latest experimental model with enhanced capabilities
2. **DeepSeek-V3-Base** (Secondary): Stable base model for reliable inference
3. **DeepSeek-Fallback** (Tertiary): Additional endpoint for high availability

## 🧠 Capabilities

- **Economic Analysis**: Market dynamics, financial implications, policy recommendations
- **Technology Assessment**: AI impacts, cybersecurity, innovation trends
- **Security Analysis**: Threat assessment, risk evaluation, geopolitical stability
- **Health Systems**: Pandemic preparedness, biotechnology, public health policies
- **Environmental Impact**: Climate change, sustainability, ecological analysis
- **Strategic Planning**: Long-term analysis, policy frameworks, cross-domain insights

## 🔄 How InferenceClient Works

The system uses HuggingFace InferenceClient for:
- Direct model access without raw HTTP requests
- Automatic retry logic and error handling
- Optimized message formatting for chat completion
- Built-in rate limiting and queue management

## 📊 Usage

Simply ask questions about any domain - the AEGIS CONDUCTOR will provide comprehensive analysis with global perspective and strategic insights.

## 🛡️ Model Information

- **Primary Model**: deepseek-ai/DeepSeek-V3.2-Exp
- **Secondary Model**: deepseek-ai/DeepSeek-V3-Base
- **API Method**: HuggingFace InferenceClient.chat_completion()
- **Capabilities**: Advanced reasoning, multi-domain analysis
- **Context**: Optimized for complex analytical tasks
- **Reliability**: Multiple model endpoints for high availability

## 🔧 Technical Details

- **Framework**: Flask with HuggingFace Hub integration
- **Dependencies**: huggingface_hub, flask, requests, pydantic
- **Deployment**: Docker container on HuggingFace Spaces
- **Authentication**: HF_TOKEN for model access

---

*Powered by AEGIS BIO LAB 10 CONDUCTOR - Multi-Domain Expert System with HuggingFace InferenceClient*