A repeatable pipeline for upgrading Mule 4.3 applications to Mule 4.9 on Java 17 using an AI assistant (Claude Code, Agentforce, optional MCP server) for the rote edits: discovery, pom and connector upgrades, DataWeave fixes, MUnit generation. Humans gate the result with a scripted verification gat…