Exploring real-time streaming for generative AI Applications

This article discusses the importance of real-time streaming for generative AI applications, and how AWS data streaming services like Amazon MSK, Kinesis Data Streams, Kinesis Data Firehose, and Amazon Managed Service for Apache Flink can be used to build such applications.

Specifically, the article covers:

• In-context learning for generative AI models
• Near-real-time customer profile updates using CDC streaming and stream processing
• Near-real-time organizational knowledge base updates by converting documents to vector embeddings
• Feedback analytics and fine-tuning generative AI models using streaming data
• Conclusion highlighting the benefits of using data streaming for generative AI applications