A team integrated large language models with modified espresso hardware to create an AI barista that optimizes coffee brewing parameters autonomously. By feeding detailed extraction data to Gemini Pro and implementing a custom MCP protocol, 'AI-James' dialed in perfect shots within three attempts. This experiment demonstrates AI's potential to master complex physical processes through instrumentation and iterative learning.