Create Embeddings with Confluent Cloud for Apache Flink¶
Confluent Cloud for Apache Flink® supports creating embeddings for Retrieval-Augmented Generation (RAG) workflows from Kafka topics and Flink tables.
An embedding is a numerical representation that captures relationships and meaning within complex data. In a Retrieval-Augmented Generation (RAG) workflow, an embedding helps to retrieve the most relevant information, ensuring AI delivers precise, context-aware results.