Technical

Technical

AIMatrix Technical Documentation

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

Quick Navigation

πŸš€ Getting Started

Begin your development journey

πŸ€– Core Platform

Build intelligent agents

🧠 Data & Knowledge

Manage data and knowledge

πŸ”§ Tools & Deployment

Deploy and manage systems

🎯 Specializations

Advanced capabilities

πŸ“‹ Reference

Specifications and architecture

Platform Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚          User Interfaces                     β”‚
β”‚   Desktop | Mobile | Web | Voice | Vision    β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                  β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚          AI Agent Layer                      β”‚
β”‚   AutoGen | Semantic Kernel | LangChain      β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                  β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚          MCP Bridge Layer                    β”‚
β”‚   Protocol Translation | Context | Security  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                  β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚          Business Systems                    β”‚
β”‚   BigLedger | ERP | CRM | Custom APIs       β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

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.