Edo Liberty, who helped create SageMaker while at Amazon's AI labs, is building out long-term memory for large language models using vector embeddings at Pinecone.io. Edo says it solves the problem of hallucinations in large models like ChatGPT, which as we all know is their primary drawback. Edo's approach is simple: Convert authoritative and trusted information into vectors and load them into a vector database for large language models to refer to, allowing them to give accurate answers. 

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