Architecture Guides

Best practices for designing scalable, secure multi-agent systems

Core Principles

Our architecture is built on proven principles that ensure scalability, reliability, and security.

Layered Architecture

Our platform follows a strict layered architecture with clear separation of concerns between presentation, business logic, and data layers.

Microservices

Each component is designed as an independent microservice that can be scaled, deployed, and maintained separately.

Zero Trust Security

Every request is authenticated and authorized, with end-to-end encryption and continuous security monitoring.

Event-Driven

Asynchronous, event-driven patterns enable real-time responsiveness and loose coupling between services.

System Architecture

A high-level overview of the MeerTech platform architecture and its core components.

┌─────────────────────────────────────────────────────────────────┐
│                        CLIENT LAYER                              │
│   ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌──────────┐       │
│   │  Web UI  │  │   SDKs   │  │   CLI    │  │   API    │       │
│   └────┬─────┘  └────┬─────┘  └────┬─────┘  └────┬─────┘       │
└────────┼─────────────┼─────────────┼─────────────┼──────────────┘
         │             │             │             │
         └─────────────┴──────┬──────┴─────────────┘
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                     SECURITY GATEWAY                             │
│            Authentication │ Rate Limiting │ WAF                  │
└─────────────────────────────┬───────────────────────────────────┘
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                    AGENT ORCHESTRATOR                            │
│   ┌───────────────┐  ┌───────────────┐  ┌───────────────┐      │
│   │ Task Scheduler│  │ Agent Manager │  │ Event Router  │      │
│   └───────┬───────┘  └───────┬───────┘  └───────┬───────┘      │
└───────────┼──────────────────┼──────────────────┼───────────────┘
            │                  │                  │
            ▼                  ▼                  ▼
┌─────────────────────────────────────────────────────────────────┐
│                      CORE SERVICES                               │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐│
│ │  Reasoning  │ │   Memory    │ │    Tool     │ │  Sentinel   ││
│ │   Engine    │ │   Store     │ │  Registry   │ │  Security   ││
│ └──────┬──────┘ └──────┬──────┘ └──────┬──────┘ └──────┬──────┘│
└────────┼───────────────┼───────────────┼───────────────┼────────┘
         │               │               │               │
         └───────────────┴───────┬───────┴───────────────┘
                                 ▼
┌─────────────────────────────────────────────────────────────────┐
│                      DATA LAYER                                  │
│   ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌──────────┐       │
│   │ Vector DB│  │PostgreSQL│  │  Redis   │  │  S3/Blob │       │
│   └──────────┘  └──────────┘  └──────────┘  └──────────┘       │
└─────────────────────────────────────────────────────────────────┘

Core Components

Deep dive into each component of the MeerTech platform.

Agent Orchestrator

Central coordination layer for managing agent lifecycles, task distribution, and inter-agent communication.

KubernetesgRPCRedis Streams

Reasoning Engine

Core AI inference layer powered by optimized transformer architectures with custom attention mechanisms.

PyTorchCUDATensorRT

Memory Store

Distributed vector database for long-term agent memory, semantic search, and context retrieval.

PineconePostgreSQLRedis

Tool Registry

Dynamic service registry for agent tools and capabilities with automatic discovery and versioning.

OpenAPIgRPCConsul

Observability Stack

Comprehensive monitoring, logging, and tracing infrastructure for debugging and performance optimization.

OpenTelemetryPrometheusGrafana

Security Gateway

API gateway with rate limiting, authentication, threat detection, and compliance enforcement.

EnvoyOPAVault

Multi-Agent Design Patterns

Proven patterns for building robust multi-agent systems.

Agent Supervisor Pattern

A hierarchical pattern where supervisor agents coordinate worker agents, handle exceptions, and ensure task completion.

Best for:Complex multi-step workflows requiring human oversight

Tool Chaining Pattern

Sequential execution of tools where the output of one tool becomes the input for the next, enabling complex data transformations.

Best for:Data processing pipelines and ETL workflows

Consensus Pattern

Multiple agents independently process the same task, and results are aggregated through voting or weighted averaging.

Best for:High-stakes decisions requiring validation

Reflection Pattern

Agents evaluate and critique their own outputs, iteratively improving results through self-assessment loops.

Best for:Content generation and quality assurance

Ready to Build?

Explore our SDKs and API documentation to start building your own multi-agent systems.