> Markdown version of [/playlists/multi-agent-systems](https://www.wearedevelopers.com/playlists/multi-agent-systems). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Playlist: Multi-agent systems 13 videos · 13 moments · 44.8 minutes ## Boost your coding productivity with Github Copilot Agent - **Comparing single-shot prompts and multi-agent systems** (03:43, 2min) — Multi-agent systems coordinate multiple automated developer personas to handle complex database retrievals and aggregate code rankings. [Learn more](https://www.wearedevelopers.com/videos/1542-boost-your-coding-productivity-with-github-copilot-agent) ## Self-service Quality: QA Without QA - **Leveraging multi-agent systems for autonomous software testing** (18:47, 3min) — Deploying specialized machine agents to successfully orchestrate dynamic testing routines like script configuration and system log analysis. [Learn more](https://www.wearedevelopers.com/videos/100184-self-service-quality-qa-without-qa) ## Building Sovereign AI: Lessons from Deploying Secure RAG Systems using Confidential Computing - **Current state of multi-agent systems and token limitations** (02:41, 2min) — Decoupling agents and utilizing orchestration layers helps circumvent inherent token limitations in complex data networks. [Learn more](https://www.wearedevelopers.com/videos/100108-building-sovereign-ai-lessons-from-deploying-secure-rag-systems-using-confidential-computing) ## Football for Good: Hackathon Finals - Live Pitches & Awards - **Multi-agent systems for training aspiring football coaches** (04:25, 0min) — A multi-agent simulation acts as an opponent and assistant coach to provide strategic feedback to aspiring managers. [Learn more](https://www.wearedevelopers.com/videos/100330-football-for-good-hackathon-finals-live-pitches-awards) ## Beyond Prompting: Building Scalable AI with Multi-Agent Systems and MCP - **Scaling complexity through multi-agent software architectures** (06:25, 1min) — Routing tasks through supervisory agents mitigates tool confusion and reduces latency in complex workflows. [Learn more](https://www.wearedevelopers.com/videos/1454-beyond-prompting-building-scalable-ai-with-multi-agent-systems-and-mcp) ## Designing and Deploying Distributed Multimodal Multi-Agent Systems with Google's AI Stac - **Introduction to distributed multi-agent systems** (00:00, 0min) — An overview of building distributed AI workflows utilizing infrastructure stacks. [Learn more](https://www.wearedevelopers.com/videos/1976-designing-and-deploying-distributed-multimodal-multi-agent-systems-with-google-s-ai-stac) ## Agentic AI - From Theory to Practice: Developing Multi-Agent AI Systems on Azure - **Selecting communication patterns for multi-agent systems** (22:07, 2min) — Choosing between sequential, concurrent, and conversational patterns depends on whether process requirements are deterministic or probabilistic. [Learn more](https://www.wearedevelopers.com/videos/1532-agentic-ai-from-theory-to-practice-developing-multi-agent-ai-systems-on-azure) ## Beyond Chatbots: How to build Agentic AI systems - **Architectural patterns for composing dynamic AI agents** (06:50, 5min) — Combining design structures like reflection, tool use, planning orchestration, and multi-agent personas for complex tasks. [Learn more](https://www.wearedevelopers.com/videos/1629-beyond-chatbots-how-to-build-agentic-ai-systems) ## Azure AI Foundry for Developers: Open Tools, Scalable Agents, Real Impact - **Orchestrating multi-agent systems across different interoperable SDKs** (10:41, 5min) — Combining integration frameworks allows seamless interoperability between distinct conversational agents and structured data tools. [Learn more](https://www.wearedevelopers.com/videos/1541-azure-ai-foundry-for-developers-open-tools-scalable-agents-real-impact) ## Build a Multi-Agent Role-Playing Game Master with Strands Agents - **Connecting multi-agent systems for workflow orchestration** (31:43, 5min) — Passing endpoint parameters back to a master orchestrator empowers language models to collaboratively request tasks and exchange data. [Learn more](https://www.wearedevelopers.com/videos/1727-build-a-multi-agent-role-playing-game-master-with-strands-agents) ## Building an agentic software factory: How we rebuilt product development at Pipedrive - **Managing cognitive load in a multi-agent engineering environment** (18:54, 4min) — Coordinating multiple independent agents simultaneously increases cognitive load and demands strict engineering focus on highly impactful strategic... [Learn more](https://www.wearedevelopers.com/videos/100261-building-an-agentic-software-factory-how-we-rebuilt-product-development-at-pipedrive) ## From Static Rules to Reasoning Platforms: Scaling Intelligent Canary Delivery in 2026 - **Establishing guardrails and cost controls for multi-agent systems** (25:42, 3min) — Deploying multiple efficient smaller models alongside resource quotas and data protection guardrails balances infrastructure stability against API ... [Learn more](https://www.wearedevelopers.com/videos/100071-from-static-rules-to-reasoning-platforms-scaling-intelligent-canary-delivery-in-2026) ## Building and Deploying Multi-Agent Systems with ADK and Vertex AI - **Building specialized multi-agent hierarchies instead of monolithic prompts** (17:29, 5min) — The advantages of dividing complex workflows into organized trees of specialized agents. [Learn more](https://www.wearedevelopers.com/videos/1918-building-and-deploying-multi-agent-systems-with-adk-and-vertex-ai)