System Architecture
Sematryx is built on a modular, service-oriented architecture designed for high-performance optimization, explainability, and continuous learning.
High-Level Overview
┌─────────────────────────────────────────────────────────────┐
│ USER INTERFACES │
│ ┌─────────┐ ┌─────────┐ ┌───────────┐ ┌────────────┐ │
│ │ CLI │ │ API │ │ Dashboard │ │ SDK │ │
│ └────┬────┘ └────┬────┘ └─────┬─────┘ └─────┬──────┘ │
└───────┼────────────┼──────────────┼──────────────┼─────────┘
└────────────┴──────────────┴──────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ PLATFORM SERVICES │
│ ┌──────────────────────────────────────────────────────┐ │
│ │ API Server │ Explainability │ Diagnostics │ Billing │ │
│ └──────────────────────┬───────────────────────────────┘ │
└─────────────────────────┼───────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ CORE OPTIMIZATION ENGINE │
│ ┌──────────────┐ ┌──────────────┐ ┌─────────────────┐ │
│ │ Optimizers │◄─┤ Strategies │◄─┤ Meta-Policy │ │
│ │ - AEAO │ │ - CMA-ES │ │ Learning │ │
│ │ - Async │ │ - DE │ └─────────────────┘ │
│ │ - Enhanced │ │ - Bayesian │ │
│ └──────┬───────┘ └──────────────┘ │
└─────────┼───────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ AI/ML INTELLIGENCE │
│ ┌────────────┐ ┌────────────┐ ┌───────────────────────┐ │
│ │ Visual │ │ Neural │ │ Learning System │ │
│ │Intelligence│ │ Networks │ │ - Cross-Problem │ │
│ └────────────┘ └────────────┘ │ - Transfer Learning │ │
│ └───────────────────────┘ │
└─────────────────────────┬───────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ KNOWLEDGE & MEMORY SYSTEMS │
│ ┌──────────────┐ ┌──────────────┐ ┌─────────────────┐ │
│ │Vector Memory │ │Knowledge Graph│ │ Context Intel │ │
│ │ (Qdrant) │ │ (Neo4j) │ │ & Temporal │ │
│ └──────────────┘ └──────────────┘ └─────────────────┘ │
└─────────────────────────────────────────────────────────────┘Core Components
Platform Services
The gateway to the Sematryx ecosystem, handling request validation, billing, and the translation of raw optimization results into human-readable explanations.
- • API Server & Routing
- • Explainability Engine
- • System Diagnostics
Optimization Engine
The mathematical heart of the system. It uses a Meta-Policy learner to dynamically select the best strategy (CMA-ES, Differential Evolution, Bayesian) for the specific problem topology.
- • Multi-Strategy Support
- • Meta-Policy Learning
- • Asynchronous Execution
AI/ML Intelligence
Advanced neural networks that provide pattern recognition and transfer learning capabilities, allowing the system to apply insights from one domain to another.
- • Visual Intelligence
- • Transfer Learning
- • Cross-Problem Adaptation
Knowledge & Memory
Long-term persistence layers that store optimization contexts and results. This "Autodidactic" memory allows Sematryx to get smarter over time.
- • Vector Memory (Qdrant)
- • Knowledge Graph (Neo4j)
- • Temporal Context