Memory in production

This page summarizes the projects mentioned and recommended in the original post on /r/LangChain

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  • motorhead

    🧠 Motorhead is a memory and information retrieval server for LLMs.

  • All the examples that Langchain gives are for persisting memory locally which won't work in a serverless (statelesss) environment, and the one solution documented for stateless applications, getmetal/motorhead, is a containerized, Rust-based service we would have to run ourselves.

  • I’ve built a DynamoDB memory with some others. Check this repo to see a sample implementation: https://github.com/KBB99/ai-badbunny-langchain-agent

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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