Technical

Technical

Comprehensive technical resources for developers, system administrators, and technical teams building with AIMatrix. From APIs to deployment guides.

Technical Evolution Roadmap

AIMatrix’s technical architecture is designed to support our evolution toward Enterprise Agentic Twin:

Copilot → Agents → Intelligent Twin → Digital Twin for Organization (DTO) → Enterprise Agentic Twin

Current technical capabilities focus on the Agents and Intelligent Twin phases. Our architecture is intentionally designed to scale toward DTO and Enterprise Agentic Twin capabilities as we continue development and research.

Quick Navigation

🚀 Getting Started

Begin your development journey

🤖 Core Platform

Build intelligent agents

🧠 Data & Knowledge

Manage data and knowledge

🔧 Tools & Deployment

Deploy and manage systems

🎯 Specializations

Advanced capabilities

📋 Reference

Specifications and architecture

Platform Architecture 

┌──────────────────────────────────────────────┐
│          User Interfaces                     │
│   Desktop | Mobile | Web | Voice | Vision    │
└─────────────────┬────────────────────────────┘
                  │
┌─────────────────▼────────────────────────────┐
│          AI Agent Layer                      │
│   AutoGen | Semantic Kernel | LangChain      │
└─────────────────┬────────────────────────────┘
                  │
┌─────────────────▼────────────────────────────┐
│          MCP Bridge Layer                    │
│   Protocol Translation | Context | Security  │
└─────────────────┬────────────────────────────┘
                  │
┌─────────────────▼────────────────────────────┐
│          Business Systems                    │
│   BigLedger | ERP | CRM | Custom APIs       │
└──────────────────────────────────────────────┘

Core Technologies

AI & ML Frameworks

  • OpenAI: GPT-4, GPT-4V, Whisper, DALL-E
  • Anthropic: Claude 3, Claude Vision
  • Google: Gemini Pro, PaLM, Vertex AI
  • Open Source: Llama 3, Mistral, Phi

Development Stack

  • Frontend: React, Vue.js, Next.js
  • Backend: Node.js, Python, Go
  • Database: PostgreSQL, Redis, Vector DBs
  • Cloud: AWS, GCP, Azure, Edge Computing

Integration Capabilities

  • APIs: REST, GraphQL, WebSockets - Comprehensive API suite
  • Protocols: MCP, HTTP, MQTT, gRPC - Multi-protocol support
  • Authentication: OAuth, JWT, SAML - Enterprise-grade security
  • Deployment: Docker, Kubernetes, Serverless - Flexible deployment options

Development Resources

SDKs & Libraries

  • Kotlin SDK - First-class JVM/Android support with coroutines
  • Python SDK - Full-featured async library with type hints
  • TypeScript SDK - Type-safe Node.js and browser support
  • C# SDK - .NET ecosystem with dependency injection
  • Java SDK - Enterprise-ready with Spring Boot integration
  • REST API - HTTP-based integration
  • CLI Tools - Command-line utilities

Sample Code 

 1
 2
 3
 4
 5
 6
 7
 8
 9
10

from aimatrix import Agent, Tool

class BusinessAgent(Agent):
    name = "business-assistant"
    description = "Handles business operations and queries"
    
    @Tool("Process customer inquiry")
    async def handle_inquiry(self, query: str):
        # Implementation
        pass

Testing & Debugging

  • Unit testing frameworks
  • Integration test suites
  • Performance benchmarks
  • Monitoring tools

Ready to build with AIMatrix? Check out our Developer Guide to get started.