Best practices for designing scalable, secure multi-agent systems
Our architecture is built on proven principles that ensure scalability, reliability, and security.
Our platform follows a strict layered architecture with clear separation of concerns between presentation, business logic, and data layers.
Each component is designed as an independent microservice that can be scaled, deployed, and maintained separately.
Every request is authenticated and authorized, with end-to-end encryption and continuous security monitoring.
Asynchronous, event-driven patterns enable real-time responsiveness and loose coupling between services.
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 │ │
│ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │
└─────────────────────────────────────────────────────────────────┘Deep dive into each component of the MeerTech platform.
Central coordination layer for managing agent lifecycles, task distribution, and inter-agent communication.
Core AI inference layer powered by optimized transformer architectures with custom attention mechanisms.
Distributed vector database for long-term agent memory, semantic search, and context retrieval.
Dynamic service registry for agent tools and capabilities with automatic discovery and versioning.
Comprehensive monitoring, logging, and tracing infrastructure for debugging and performance optimization.
API gateway with rate limiting, authentication, threat detection, and compliance enforcement.
Proven patterns for building robust multi-agent systems.
A hierarchical pattern where supervisor agents coordinate worker agents, handle exceptions, and ensure task completion.
Sequential execution of tools where the output of one tool becomes the input for the next, enabling complex data transformations.
Multiple agents independently process the same task, and results are aggregated through voting or weighted averaging.
Agents evaluate and critique their own outputs, iteratively improving results through self-assessment loops.