This source, titled "Code Your Dreams: The Youth Guide to AI Entrepreneurship" by Dr. Tumelo V. Sehloho, serves as a comprehensive guide for young individuals interested in the field of AI entrepreneurship. It introduces the concept of AI and its growing importance in business, explaining why youth should embrace this technology. The guide then outlines the entrepreneurial process, from identifying problems and leveraging AI to create solutions to validating ideas, building an AI skillset, crafting a business plan, prototyping, and securing funding. Additionally, it covers marketing strategies, legal and ethical considerations, and approaches for scaling an AI business, concluding with inspiring success stories, common challenges, and the importance of lifelong learning in this dynamic sector.