Hey everyone! Thank you so much for watching the 67th Weaviate Podcast, announcing Weaviate on the AWS Marketplace! This was one of my favorite podcasts to date with a deep dive on the details of running RAG applications in the cloud, our general understanding of LLM Fine-Tuning and RAG, as well as a really interesting discussion on VPCs and Hybrid SaaS! I hope you find the podcast useful, as always we are more than happy to answer any questions or discuss any ideas you have about the content presented in the podcast! Learn more here: https://aws.amazon.com/marketplace/seller-profile?id=seller-jxgfug62rvpxs As well as here: https://weaviate.io/developers/weaviate/installation/aws-marketplace Chapters 0:00 Welcome Farshad 0:38 Weaviate’s Journey to AWS 2:05 Retrieval-Augmented Generation and Vector DBs 3:44 Running AI in the Cloud 9:40 Fine-Tuning LLMs vs. RAG 10:30 Skill vs. Knowledge (Lawyer Example) 14:28 Continual Learning of LLMs 16:50 Searching through multiple sources 19:58 Hybrid Search controlled by LLMs 22:10 Classes versus Filters 25:00 SQL and Vector Search 25:55 Favorite RAG Use Cases 31:55 Cloud Benchmarking 37:00 Price Performance 38:20 Tuning HNSW 42:15 Horizontal Scalability on AWS Marketplace 47:00 Privacy Requirements 54:45 Weaviate Hybrid SaaS 59:00 AWS Marketplace