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Explore a lightning talk where David Karam, Co-Founder & CEO of Pi Labs, reveals critical insights from building state-of-the-art ranking systems that use multi-dimensional functions to encode corpus topology and query streams. Learn how to effectively combine different signals such as relevance, trustworthiness, and personalization at runtime. Gain valuable perspectives on recognizing emerging AI challenges as search problems in disguise, with particular relevance for engineers working on prompt optimization, ensemble selection, and reward modeling architectures that draw inspiration from decades of Google Search development. This 19-minute presentation from Data Council's Day 3 Lightning Talks offers concentrated knowledge for professionals looking to understand how modern search principles apply across various AI applications.