10min chapter

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis cover image

The AI Email Assistant I've Been Waiting for, with Andrew Lee of Shortwave

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

CHAPTER

Transition to LLM Integration and Database Complexities

The chapter details the company's shift towards integrating LLMs, explaining their architecture's efficiency in importing and processing user emails. It discusses the choice of open-source embedding models for cost efficiency and performance in handling large amounts of data. The complexities of managing large data in vector databases, the architecture of the AI search system RAG, and the future optimization of embedding models and database management are also explored.

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