Learn what embeddings are and how they power modern AI tools like search engines and chatbots through this 20-minute conference talk from PyCon Israel. Discover the fundamental concepts behind embeddings explained in simple, accessible terms specifically designed for software engineers without requiring any machine learning background. Explore practical Python examples that demonstrate how embeddings work in real-world applications, all delivered with humor and clarity by Liza Katz, a software engineer with over 20 years of experience. Gain the foundational understanding needed to work with embedding-based AI systems and understand their role in powering the intelligent features you encounter daily.