Multi-agent
5 articles
What Is a Multi-Agent System? From Single Agents to Collaborative AI
Learn what multi-agent systems are, how they evolved from single-agent LLMs, and why specialized agent teams outperform monolithic AI models.
Multi-Agent Architecture Topologies: Centralized vs Distributed
Compare centralized and distributed multi-agent topologies. From ChatDev's waterfall to AgentNet's DAG — learn when each architecture fits your system.
Multi-Agent Orchestration Patterns: LangGraph, CrewAI, and AutoGen Compared
Compare three orchestration paradigms: LangGraph's DAG state machine, CrewAI's role-based crews, and AutoGen's async messaging. Choose the right pattern.
Agent Communication and State Management in Multi-Agent Systems
How agents communicate, share state, and stay observable. Covers message passing, shared memory patterns, Tools vs Skills separation, and distributed tracing.
Agent Evaluation and Benchmarks: How to Measure Multi-Agent Performance
Measure multi-agent system quality with modern benchmarks. Covers ADP data standards, SWE-bench, HAL leaderboard, and how to design your own eval suite.