Apr 5
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When you have multiple AI agents working together, who decides what happens next? This video breaks down multi-agent orchestration ā the coordination layer that turns individual agents into effective teams. šŗ PART OF THE SERIES: Inside the Agent Stack This is the third video in our series covering the full AI agent architecture, layer by layer. Previously: MCP and A2A (connections), Agent Memory (storage). Next up: Agent Security and Trust. šÆ WHAT'S COVERED: - Why Not Just One Agent ā when single agents break down and specialization wins - Five Orchestration Patterns ā orchestrator-worker, pipeline, swarm, mesh, hierarchical - Orchestrator-Worker Deep Dive ā classify, decompose, route, aggregate - Framework Landscape ā LangGraph, CrewAI, OpenAI Agents SDK, Google ADK, Claude SDK - Orchestration In Practice ā customer support with 3 parallel agents - What Goes Wrong ā cascading hallucinations, handoff loops, cost explosion š KEY TECHNOLOGIES: - Frameworks: LangGraph, CrewAI, OpenAI Agents SDK, Google ADK, Claude Agent SDK - Patterns: Orchestrator-Worker, Pipeline, Swarm, Mesh, Hierarchical - Protocols: MCP (tools), A2A (agent-to-agent) - Safety: Circuit breakers, handoff verification, tiered model routing š SOURCES: - Microsoft AI Agent Design Patterns - IBM Multi-Agent Research - Langfuse Framework Comparison - Production case studies from Chanl.ai, Particula Tech ā±ļø TIMESTAMPS: 0:00 - Introduction 0:50 - Why Not Just One Agent? 2:05 - Five Orchestration Patterns 3:25 - Orchestrator-Worker Deep Dive 4:40 - Choosing a Framework 5:55 - Orchestration In Practice 7:05 - What Goes Wrong 8:20 - What's Next #MultiAgent #AIOrchestration #AIAgents #AgenticAI #LangGraph #CrewAI #OpenAI #AgentFramework #AIArchitecture #TechExplained #InsideTheAgentStack Subscribe to Scrollypedia for more technical deep dives into AI infrastructure. DISCLAIMER: This content is for educational purposes. All statistics are sourced from publicly available reports and company announcements as of April 2026. Market projections are based on industry research reports and should not be considered investment advice.