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However, many of those additions are still in the experimental part and should not always deliver consistent results yet. These three lines, while not strictly needed here, because the docker image already has them pre-put in, are included for completeness and these are needed to allow the RAG help of a typical Postgres distribution. LangChain offers some normal interface of working with vector stores, permitting customers to change between different vector retailer implementations. Slack reported that customers are practically twice as probably as non-Slack customers to report that their sense of belonging improved while working from dwelling (Collaboration instruments can help distant employees adapt - Slack). LangChain supplies a constant interface for working with chat models from completely different suppliers while offering further features for monitoring, debugging, and optimizing the performance of applications that use LLMs. 2. Can I use ChatGPT offline?