#Multi-Agent Systems

Fan a batch out across subagents and items vanish with zero errors. The fault is the hand-written work list, not the agents. Three corruption points, one fix.

Emergence AI ran eight worlds of ten agents for up to 21 days, then staged three attacks. No world passed all three. The scores, and three fixes for builders.

OpenAI reports an 88-hour Navier–Stokes agent run. Examine its coordination choices, separate verification, and an illustrative output-token budget.

Moonshot trained Agent Swarm against two failure modes it names itself, serial collapse and fake parallelism. Use them as your own fan-out decision test.

Multi-agent frameworks compared on graph control, observability, durable execution, MCP support, and agency fit. With 4 reference architectures.

Microsoft Agent Framework 1.0 GA (April 3, 2026) unifies Semantic Kernel and AutoGen into one .NET + Python SDK with MCP and A2A. Full setup guide.

OpenAI Agents SDK, LangGraph, and CrewAI compared across 30 criteria — architecture, tool model, memory, observability, and agency use-case fit.

Moonshot AI's Kimi K2.5 features 1 trillion parameters and Agent Swarm technology coordinating 100 AI agents. Architecture analysis and use cases.

LangChain vs LangGraph for AI agents: when to use each, architecture differences, and migration strategies. Code examples and best practices.

Build autonomous AI marketing teams with multi-agent orchestration. Learn MCP, ACP & A2A protocols. Complete 2025 guide to save 60% of your time.