5 articles tagged with Multi-Agent
An architectural breakdown of Microsoft AutoGen v0.4. We analyze the event-driven Core actor framework, protobuf message transport, state persistence, dynamic swarm routing, and building resilient multi-agent swarms.
An exhaustive framework benchmark for multi-agent systems. We evaluate state persistence, cyclic human-in-the-loop flows, event-driven async performance, and memory leak resilience across LangGraph, AutoGen 0.4, and CrewAI.
Swarm vs supervisor agents compared — plus DAG routing, multi-agent orchestration patterns (supervisor, swarm, DAG, router) with real implementation examples.
Parallel agent coordination. How to design Git worktree isolation, file-level mutex locks, AST dependency DAG scheduling, and Redis queues for multi-agent teams.
How to architect a React frontend that orchestrates multiple concurrent AI agents without chaos — covering LangGraph state machines, useAgentStream hooks, Zustand conflict resolution, and speculative UI patterns.