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Semantic search

Building a Smarter AI Agent with Neural RAG - Will Bryk, Exa.ai

Building a Smarter AI Agent with Neural RAG - Will Bryk, Exa.ai

Will Bryk, CEO of Exa, explains why traditional keyword-based search is insufficient for AI agents and introduces a new paradigm of neural, semantic search. He demonstrates how a hybrid approach, combining neural for discovery and keyword for precision, enables AI agents to perform complex, multi-step information retrieval tasks that were previously impossible.

Unlocking Unstructured Data with LLMs

Unlocking Unstructured Data with LLMs

Shreya Shankar of UC Berkeley discusses DocETL, a MapReduce-style framework that leverages LLMs to extract, analyze, and structure insights from unstructured enterprise data. The conversation covers practical architecture patterns, the role of non-determinism, strategies for model selection (including fine-tuning and multi-LLM pipelines), and the importance of user experience in this emerging field.

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