Shopify Staff Engineer: Why Your Multi-Agent AI Architecture Will Fail

A Staff Engineer at Shopify explains why enterprise multi-agent AI architectures fail, covering the pitfalls of treating agents like microservices and how to avoid context bloat with MCP. The video demonstrates how Shopify reduced workflows from 22 hours to 7 minutes using lean agent swarms and introduces llm-fuse, an experimental adapter treating databases as local file systems for improved LLM precision and recall. Ideal for senior engineers and engineering leaders building production AI systems.