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14:30ENRetrieval-Augmented Generation: External Knowledge, Embeddings and SearchMatthew Berman · Forward FutureMatthew Berman introduces RAG using customer-service, company-document and automotive-manual examples, then explains vector retrieval and agents.
12:15ENBuild a Video-Transcript Chatbot with MindStudioMatthew Berman · Forward FutureIn a sponsored 2023 tutorial, Matthew Berman builds a no-code retrieval workflow that answers questions about one of his videos.
9:55ENBuilding AI Characters With the a16z Companion AppMatthew Berman · Forward FutureMatthew Berman walks through a 2023 starter project for conversational characters, from service configuration and embeddings to editing a companion’s personality.
5:08ENChatting with a PDF in Colab Using LangChain and a Vector IndexMatthew Berman · Forward FutureMatthew Berman demonstrates a 2023 PDF question-answering notebook; its retrieval workflow does not fine-tune model weights and its revenue example is incorrect.









