To resolve LLM context length issues, attach external memory for an AI model. Learn about Redis' vector db for intelligent memory management.

The Redis Labs Blog offers insights, tutorials, and best practices for using Redis, an open-source in-memory data store, and other Redis-related technologies. Developers can learn about Redis data structures, caching strategies, and real-time data processing using Redis Streams. Additionally, the blog covers topics such as Redis clustering, high availability setups, and integrating Redis with other databases and frameworks, providing resources for building scalable and performant applications.

Redis

The ChatGPT package uses Redis as a vector database to cache historical user interactions per session. It provides an adaptive prompt creation mechanism based on the current context of the conversation. Redis’ vector database with the LLM chatbot can provide an infinite amount of context. It then uses vector search to store an embedded conversation history.

ChatGPT Memory: Adaptive Prompt Creation

The architecture of the ChatGPT memory project