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Is Vector the New JSON? How AI and LLMs Are Reshaping Data

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Is Vector the New JSON? How AI and LLMs Are Reshaping Data

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JSON revolutionized data storage and exchange, becoming the universal format for structuring and sharing information across applications, APIs, and databases. Today, vectors are following a similar trajectory—emerging as the fundamental data structure for AI-driven applications. But what exactly is a vector, and why is it becoming as ubiquitous as JSON?

In this talk, we’ll explore:

  • What is a Vector? Understanding how high-dimensional numerical representations store meaning in the context of Apache Pinot.
  • AI’s Growing Reliance on Vectors – From recommendation systems to search engines, how AI uses vector embeddings to understand relationships between words, images, and concepts.
  • The Rise of LLMs & English as the New Programming Language – With Large Language Models (LLMs) enabling natural language interfaces, vector embeddings are powering a shift where human-friendly queries drive powerful computation.
  • Vectors as the Backbone of AI-Powered Databases – How modern databases are evolving to support real-time vector search, enabling applications like semantic search, RAG (Retrieval-Augmented Generation), and AI-driven personalization.

Just as JSON became the standard for structuring and exchanging data in the digital era, vectors are becoming the foundation of AI-driven applications. Join us to explore how vector embeddings, combined with the power of LLMs, are shaping the future of human-computer interaction.

  • Join here, for a chance to win a limited-edition community T-shirt!
    - Join the community on Slack>
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