Multi-Agent Architecture

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Multi-Agent Architecture is an open-source Python framework that orchestrates autonomous AI sub-agents via a unified messaging bus. It facilitates dynamic workflows, inter-agent communication, and plugin integrations for complex task execution.
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May 04 2025
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Multi-Agent Architecture

Multi-Agent Architecture

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Multi-Agent Architecture
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What is Multi-Agent Architecture?

Multi-Agent Architecture provides a scalable, extensible platform to define, register, and coordinate multiple AI agents working together on a shared objective. It includes a message broker, lifecycle management, dynamic agent spawning, and customizable communication protocols. Developers can build specialized agents (e.g., data fetchers, NLP processors, decision-makers) and plug them into the core runtime to handle tasks ranging from data aggregation to autonomous decision workflows. The framework’s modular design supports plugin extensions and integrates with existing ML models or APIs.

Who will use Multi-Agent Architecture?

  • AI researchers and developers
  • System architects building agent-based solutions
  • Software engineers integrating multi-agent workflows
  • Teams automating complex processes via AI

How to use the Multi-Agent Architecture?

  • Step1: Clone the repository from GitHub.
  • Step2: Install Python 3.8+ and run pip install -r requirements.txt.
  • Step3: Define your agent classes inheriting from the BaseAgent interface.
  • Step4: Configure the message broker and agent registry in config.yaml.
  • Step5: Launch the orchestrator with python orchestrator.py.
  • Step6: Monitor logs and add new agents dynamically via the plugin folder.

Platform

  • mac
  • windows
  • linux

Multi-Agent Architecture's Core Features & Benefits

The Core Features

  • Unified messaging bus for inter-agent communication
  • Dynamic agent lifecycle and orchestration
  • Plugin system for custom agent types
  • Configuration-driven deployment
  • Logging and monitoring hooks

The Benefits

  • Scalable orchestration of AI sub-agents
  • Modular design for easy extension
  • Improved maintainability through clear agent boundaries
  • Rapid prototyping of multi-agent workflows
  • Open-source and community driven

Multi-Agent Architecture's Main Use Cases & Applications

  • Autonomous data collection and processing pipelines
  • Multi-step decision-making workflows
  • Simulated agent ecosystems for research
  • Automated customer service task delegation
  • Distributed sensor data aggregation

FAQs of Multi-Agent Architecture

Multi-Agent Architecture Company Information

Multi-Agent Architecture Reviews

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Multi-Agent Architecture's Main Competitors and alternatives?

  • LangChain Multi-Agent Patterns
  • JADE (Java Agent Development Framework)
  • Ray Serve for distributed model serving
  • Microsoft Semantic Kernel
  • OpenAI Function-Calling with orchestration layer

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