CloudChef focuses on transforming commercial kitchens by automating repetitive tasks, allowing chefs to concentrate on creativity. The robots use demonstration learning to replicate recipes, adapting to different appliances and settings with one-shot learning capabilities. This software-first approach combines general-purpose robotics with advanced models like LLMs and VLMs to create a proprietary culinary layer. Commercially, CloudChef has validated its technology through an in-house delivery kitchen, achieving positive ratings and proving the effectiveness of their automation. Their business model reduces labor costs significantly by offering affordable robots priced hourly, providing immediate return on investment for customers. At the upcoming AI Engineer conference, attendees will have the opportunity to witness these robots in action. The discussion concludes with technical insights into the autonomy of culinary decision-making and actions, ensuring safety and accuracy through features like self-turning knobs and QR-coded ingredient measurements.