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However, many of those additions are nonetheless within the experimental phase and will not all the time deliver constant results yet. These three traces, while not strictly needed right here, because the docker image already has them pre-installed, are included for completeness and these are wanted to allow the RAG help of a regular Postgres distribution. LangChain supplies some customary interface of working with vector stores, allowing users to switch between different vector retailer implementations. Slack reported that users are practically twice as seemingly as non-Slack customers to report that their sense of belonging improved while working from residence (Collaboration instruments might help distant staff adapt - Slack). LangChain provides a constant interface for working with chat fashions from different providers whereas providing further features for monitoring, debugging, and optimizing the efficiency of purposes that use LLMs. 2. Can I exploit ChatGPT offline?