# LangGraph multi agent

Published articles for LangGraph multi agent.

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## Multi Agent Systems for Platform Engineering, Patterns and Architecture

DevFeed: [Multi Agent Systems for Platform Engineering, Patterns and Architecture](<https://devfeed.tech/articles/multi-agent-systems-for-platform-engineering-patterns-and-architecture-17487.md>)

Original publisher: [Read original article](<https://kodekloud.com/blog/multi-agent-systems-platform-engineering-patterns/>)

Author: Pramodh Kumar M

Published: 2026-07-26T16:16:42Z

Content type: tutorial

Language: en

Sources: [Kubernetes - KodeKloud Blog | DevOps, Cloud, Kubernetes, AI Tutorials & More](<https://devfeed.tech/sources/kubernetes-kodekloud-blog-devops-cloud-kubernetes-ai-tutorials-more.md>)

Topics: [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>)

Tags: [a2a-protocol](<https://devfeed.tech/tags/a2a-protocol.md>), [agent](<https://devfeed.tech/tags/agent.md>), [agent-orchestration](<https://devfeed.tech/tags/agent-orchestration.md>), [agent-to-agent-communication](<https://devfeed.tech/tags/agent-to-agent-communication.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [audit-trail](<https://devfeed.tech/tags/audit-trail.md>), [automation](<https://devfeed.tech/tags/automation.md>), [devops](<https://devfeed.tech/tags/devops.md>), [distributed-systems](<https://devfeed.tech/tags/distributed-systems.md>), [hierarchical-agent-systems](<https://devfeed.tech/tags/hierarchical-agent-systems.md>), [internal-developer-platform-automation](<https://devfeed.tech/tags/internal-developer-platform-automation.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [langgraph](<https://devfeed.tech/tags/langgraph.md>), [langgraph-multi-agent](<https://devfeed.tech/tags/langgraph-multi-agent.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-for-platform-engineering](<https://devfeed.tech/tags/mcp-for-platform-engineering.md>), [multi-agent](<https://devfeed.tech/tags/multi-agent.md>), [multi-agent-architecture-patterns](<https://devfeed.tech/tags/multi-agent-architecture-patterns.md>), [multi-agent-systems](<https://devfeed.tech/tags/multi-agent-systems.md>), [multi-agent-systems-for-platform-engineering](<https://devfeed.tech/tags/multi-agent-systems-for-platform-engineering.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [platform-engineering-automation](<https://devfeed.tech/tags/platform-engineering-automation.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [supervisor-agent-pattern](<https://devfeed.tech/tags/supervisor-agent-pattern.md>)

### AI overview

A practical guide to designing multi-agent systems for platform engineering. It compares supervisor, pipeline, fan-out, hierarchical, and swarm patterns; explains how agent contracts, identity boundaries, audit trails, and verification address common failure modes; and distinguishes MCP from A2A.

### Source excerpt

Studies of real agent systems put failure rates between 41 and 86 percent, and almost none of it is the model's fault. Here are the patterns that hold up for platform work, and the discipline that decides whether yours does.