Skip to content
Carolina Code Conference
Served by Ada (AWS) in 85ms

2025 speaker

Trey Grainger

Trey Grainger

Author: AI-Powered Search, Founder @ Searchkernel

Searchkernel

Greenville, SC

TREY GRAINGER is the founder of Searchkernel, a software company building the next generation of AI-powered search. He is an advisor to several startups and adjunct professor of computer science at Furman University. He previously served as CTO of Presearch, a decentralized web search engine, and as chief algorithms officer and SVP of engineering at Lucidworks, an search company whose search technology powers hundreds of the world’s leading organizations. He is also the co-author of Solr in Action (Manning, 2014), the leading book on Apache Solr. Trey has over 18 years of experience in search and data science, including significant work developing semantic search, personalization, and recommendation systems, and building self-learning search platforms leveraging content and behavior-based reflected intelligence. This work resulted in the publication of dozens of research papers, journal articles, conference presentations, and books at the cutting edge of intelligent search systems.

Visit website

2025 · keynote

AI-Powered Search: Exploring the Algorithms Measuring (and Shaping) How We Think

Every day, AI algorithms are helping you find information, recommending content to you, and learning about your interests and preferences in the process. With the rise of generative AI, the prevalence of these AI-powered search algorithms is growing exponentially. They are now helping generative AI to hold conversations, produce valuable work (planning, writing, coding, creating, conversing, assisting, etc.), and automate away significant amounts of work that can - depending on one’s context, either displace their job or significantly increase their productivity.

In this talk, Trey Grainger, author of the recently published book AI-Powered Search (aipoweredsearch.com), will dive into what these AI-powered retrieval algorithms are, how they work, and the growing influence they have over our daily lives in terms of how we spend our time, what information we see, and how our perceptions are shaped. We’ll discuss some key algorithms and AI models you may have never heard of, like click models, signals boosting, collaborative filtering, LLMs (large language models), semantic knowledge graphs, RAG (retrieval augmented generation), transformer and diffusion models, and multimodal vector search. We’ll cover a high-level overview of how these algorithms work, how they impact us on a daily basis, and how you can also leverage them in your own work.

From the talk