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However, many of these additions are nonetheless in the experimental part and may not always deliver consistent results yet. These three lines, whereas not strictly needed here, because the docker image already has them pre-installed, are included for chat gpt free completeness and these are needed to allow the RAG assist of a normal Postgres distribution. LangChain offers some normal interface of working with vector shops, permitting users to change between completely different vector store implementations. Slack reported that users are nearly twice as probably as non-Slack users to report that their sense of belonging improved whereas working from home (Collaboration instruments may help distant staff adapt - Slack). LangChain gives a consistent interface for working with chat models from completely different suppliers while providing additional features for monitoring, debugging, and optimizing the performance of applications that use LLMs. 2. Can I take advantage of ChatGPT offline?