Researchers are exploring ways to improve contextual retrieval in ai systems, with some focusing on retrieval augmented generation (rag) and others proposing alternative approaches. The development of context-aware ai systems is being discussed in various fields, including health insurance and general ai applications. Different methods, such as observational memory and the use of knowledge bases, are being tested to enhance the performance of ai systems in understanding and utilizing context.