“They’re going to put me out of business. They want over a million dollars. I don’t have a million dollars”, his voice cracked over the phone....
In the beginning there was keyword search . Eventually word embeddings came along and we got Vector Databases and Retrieval Augmented Generation (RAG) . They were good for writing blog posts about topics that sounded smart, but didn’t actually work well in the real world. Fast f…...
In Volodymyr Pavlyshyn's article , the concepts of Metagraphs and Hypergraphs are explored as a transformative framework for developing relational models in AI agents’ memory systems. The article highlights how these metagraphs can act as a semantic backbone, enabling AI to reta…...
In the ever-evolving landscape of AI and natural language processing, Retrieval-Augmented Generation (RAG) has emerged as a cornerstone technology. RAG systems allow large language models (LLMs) to access vast knowledge bases by retrieving relevant snippets of information, or "c…...