System Overview
Meibel AI is built on a modern, microservices-based architecture designed for:- High availability
- Horizontal scalability
- Low latency
- Security and compliance
Core Components
1. API Gateway
- Request routing and load balancing
- Authentication and authorization
- Rate limiting and throttling
- Request/response transformation
2. Processing Engine
- Distributed task execution
- Intelligent query planning
- Resource optimization
- Fault tolerance
3. Data Layer
- Vector databases for semantic search
- Document stores for structured data
- Cache layers for performance
- Real-time indexing
4. AI Models
- Multiple model support
- Dynamic model selection
- Fine-tuning capabilities
- Version management
Data Flow
- Ingestion: Data enters through adaptive ingest
- Processing: Transformed and indexed
- Storage: Optimized for retrieval
- Retrieval: Fast, relevant data access
- Generation: AI-powered response creation
Security Architecture
- End-to-end encryption
- API key management
- Role-based access control
- Audit logging
- Compliance certifications
Scalability
- Auto-scaling based on demand
- Geographic distribution
- Load balancing
- Queue-based processing
- Caching strategies