Multi-Agent Systems in Production

When one agent is not enough.

• 1.Single vs. Multi-Agent Decision10m
• 2.Real-World Multi-Agent Deployments10m
• 3.The Cost of Complexity10m

Supervisor, peer-to-peer, hierarchical.

• 1.The Supervisor Pattern10m
• 2.Peer-to-Peer Collaboration10m
• 3.Hierarchical & Blackboard15m

LangGraph, CrewAI, AutoGen, OpenAI Swarm.

• 1.LangGraph — State Machines for Agents10m
• 2.CrewAI — Role-Based Collaboration10m
• 3.AutoGen & OpenAI Swarm10m

How agents talk.

• 1.Message-Passing Fundamentals10m
• 2.Google's A2A Protocol10m
• 3.Handoff & Delegation Patterns10m

Build a research crew.

• 1.Environment & Framework Setup10m
• 2.Defining Roles15m
• 3.Sequencing the Crew10m

Keeping agents on the same page.

• 1.Shared vs. Isolated Memory10m
• 2.Persistent State10m
• 3.Optimistic Concurrency15m

When agents disagree.

• 1.The Arbiter Pattern10m
• 2.Timeout & Budget Enforcement10m
• 3.Handling Loops15m

Sharing tools safely.

• 1.Shared Tool Pools10m
• 2.Per-Agent Tool Allowlists10m
• 3.Tool Result Sharing10m

Testing systems, not just agents.

• 1.End-to-End Golden Sets10m
• 2.Trace-Level Debugging10m
• 3.A/B Testing Agent Configurations10m

Keeping agent crews within bounds.

• 1.Safety Rails per Agent10m
• 2.Approval Gates15m
• 3.Emergent Behavior10m

Automating month-end close and beyond.

• 1.The Financial Close Crew10m
• 2.Compliance-Aware Orchestration10m
• 3.Fraud Detection Crews10m

Deflection at scale.

• 1.The Tiered Support Crew10m
• 2.Voice-First Multi-Agent10m
• 3.Sentiment & Escalation15m

Deploying at scale.

• 1.Serving Architecture10m
• 2.Observability10m
• 3.Rollback & Kill Switches15m

Where the field is heading.

• 1.MCP for Multi-Agent10m
• 2.Agent Marketplaces10m
• 3.Autonomous Enterprise Vision10m

Build the whole stack.

• 1.Capstone Brief10m
• 2.Architecture Deliverable10m
• 3.Executive Presentation10m