Update: README for 8-bit quantized version

README.md

@@ -1,5 +1,5 @@
 ---
-title: AEGIS BIO LAB 10 CONDUCTOR - Economics Expert
+title: AEGIS BIO LAB 10 CONDUCTOR - 8-bit Quantized
 emoji: 🧬
 colorFrom: blue
 colorTo: purple
@@ -9,21 +9,41 @@ pinned: false
 license: apache-2.0
 ---
 
-# AEGIS BIO LAB 10 CONDUCTOR - Economics Expert
+# AEGIS BIO LAB 10 CONDUCTOR - 8-bit Quantized Multi-Domain Expert
 
-Advanced economic analysis system powered by AI with comprehensive threat assessment capabilities.
+Advanced AI analysis system with 8-bit quantization for efficient CPU inference.
 
-## 🚀 Enhanced Features
+## ⚡ Quantization Optimizations
 
-- **🧬 AEGIS BIO LAB 10 CONDUCTOR**: Advanced threat analysis system
-- **🌍 Global Coverage**: Analysis across 8 global regions
-- **📊 Comprehensive Metrics**: Market shock index, vulnerability mapping, contagion analysis
-- **🎯 Threat Assessment**: Multi-domain threat scoring (AI, Cyber, Bio, Nuclear, Climate, Space)
-- **💬 Interactive Chat**: Real-time economic analysis and policy recommendations
-- **🔄 Dual Interface**: Chat mode and structured threat analysis
+- **Original Model**: 16GB Gaston895/aegisconduct
+- **8-bit Quantized**: ~8GB memory usage (50% reduction)
+- **CPU Optimized**: Fast inference on CPU hardware
+- **bitsandbytes**: Advanced quantization library
 
-## 🌍 Global Regions Analyzed
+## 🚀 Performance Benefits
 
+### Memory Efficiency
+- **50% Memory Reduction**: 16GB → 8GB
+- **Faster Loading**: Reduced model loading time
+- **CPU Friendly**: Optimized for CPU-only environments
+- **Stable Inference**: Reliable 8-bit computations
+
+### Speed Improvements
+- **Faster Inference**: 8-bit operations are faster than 16-bit
+- **Lower Latency**: Reduced memory bandwidth requirements
+- **Better Throughput**: More efficient CPU utilization
+
+## 🌍 Multi-Domain Analysis
+
+### Analysis Domains
+- **🏦 Economics**: Market analysis, financial policy, economic impacts
+- **🔬 Technology**: AI developments, cybersecurity, innovation trends
+- **🛡️ Security**: Threat assessment, geopolitical analysis, risk evaluation
+- **🏥 Health**: Medical research, pandemic preparedness, biotechnology
+- **🌍 Environment**: Climate change, sustainability, ecological impacts
+- **📋 Strategy**: Long-term planning, policy frameworks, decision support
+
+### Global Coverage
 1. **North America** - Technology & Financial Sector Focus
 2. **Europe** - Manufacturing & Energy Security
 3. **Asia** - Trade & Supply Chain Analysis
@@ -33,60 +53,41 @@ Advanced economic analysis system powered by AI with comprehensive threat assess
 7. **Oceania** - Resource Security & Climate Resilience
 8. **Arctic Region** - Sustainable Development Economics
 
-## 🎯 Analysis Capabilities
-
-### Economic Metrics
-- **Market Shock Index**: Quantified economic disruption assessment (0-1 scale)
-- **Impact Classification**: Limited/Moderate/Major/Crisis economic impact levels
-- **Threat Level Assessment**: Low/Medium/High/Extreme economic risk evaluation
-
-### Regional Analysis
-- **Vulnerability Mapping**: Economic resilience assessment per region (0-10 scale)
-- **Cross-Regional Impact**: Economic contagion and spillover effects
-- **Policy Recommendations**: Targeted strategies for each region
-
-### Threat Categories
-- **AI Economic Threats**: Automation, job displacement, market disruption
-- **Cyber Economic Threats**: Financial system attacks, infrastructure disruption
-- **Bio Economic Threats**: Pandemic impacts, supply chain disruption
-- **Nuclear Economic Threats**: Energy security, geopolitical stability
-- **Climate Economic Threats**: Environmental costs, adaptation expenses
-- **Space Economic Threats**: Satellite infrastructure, communication disruption
-
-## 💡 Usage
+## 🎯 Features
 
-### Chat Mode
-1. Select analysis type (Economic, Threat, Strategic, AEGIS Conductor, General)
-2. Adjust response parameters (creativity, length)
-3. Ask questions about economic analysis, policy recommendations, or market assessments
-4. Get comprehensive responses with regional insights
+### Chat Interface
+- **Multi-Domain Chat**: Ask about any topic across all domains
+- **Analysis Type Selection**: Choose specific domain expertise
+- **Adjustable Parameters**: Control response creativity and length
+- **Real-time Responses**: Fast 8-bit quantized inference
 
-### Threat Analysis Mode
-1. Configure threat scores for each category (0-10 scale)
-2. Set analysis year (2024-2030)
-3. Run comprehensive AEGIS BIO LAB 10 CONDUCTOR analysis
-4. Review detailed metrics, regional vulnerabilities, and strategic recommendations
+### Threat Analysis
+- **Multi-Domain Scoring**: AI, Cyber, Bio, Nuclear, Climate, Space threats
+- **Comprehensive Metrics**: Market shock index, regional vulnerabilities
+- **Global Assessment**: Cross-regional impact analysis
+- **Strategic Recommendations**: Actionable policy guidance
 
-## 🔧 Technical Details
+## 🔧 Technical Specifications
 
-- **Model**: Gaston895/aegisconduct (Economic Analysis Specialist)
-- **Framework**: Flask with enhanced AEGIS BIO LAB 10 CONDUCTOR integration
-- **Optimization**: CPU-only inference for accessibility
-- **Response Time**: 30-90 seconds per analysis (comprehensive processing)
-- **Interface**: Responsive web application with dual-mode operation
+- **Model**: Gaston895/aegisconduct (8-bit quantized)
+- **Quantization**: bitsandbytes 8-bit with CPU optimization
+- **Memory**: ~8GB (50% reduction from 16GB)
+- **Inference**: CPU-optimized with torch.float32
+- **Framework**: Flask with responsive web interface
 
-## 📈 Example Analyses
+## 💡 Usage Tips
 
-### Economic Questions
-- "What are the economic impacts of AI automation across different regions?"
-- "How would a cyber attack on financial infrastructure affect global markets?"
-- "Analyze the economic implications of climate change adaptation costs"
+### For Best Performance
+1. **Allow Loading Time**: Initial model loading takes 2-3 minutes
+2. **Reasonable Queries**: Keep questions focused for faster responses
+3. **Use Analysis Types**: Select appropriate domain for specialized responses
+4. **Memory Management**: App automatically manages memory between requests
 
-### Threat Assessment
-- Configure multi-domain threat scores
-- Generate comprehensive economic impact analysis
-- Receive regional vulnerability assessments and policy recommendations
+### Response Times
+- **Simple Questions**: 30-60 seconds
+- **Complex Analysis**: 1-3 minutes
+- **Threat Assessment**: 2-5 minutes (comprehensive analysis)
 
 ---
 
-**Powered by AEGIS BIO LAB 10 CONDUCTOR** - Advanced economic threat analysis for global resilience planning.
+**Powered by 8-bit Quantized AEGIS BIO LAB 10 CONDUCTOR** - Efficient multi-domain AI analysis for global insights.