Iris.ai has developed world leading infrastructure and tools, based on both LLM and multiple other AI/ML approaches, for transforming unstructured information into actionable deep knowledge. The RSpace™ application, the RAGaaS API and other infrastructure services, as well as the Enterprise solutions are all based on a combination of in-house and modified and fine-tuned open source models. The systems are architected for science - the deepest and most complex source of knowledge - and is thus fundamentally scalable across all industries. Because of their beginnings, our solutions are now robust and solid, scalable and efficient, secure and private, and with a firm focus on reducing hallucinations and retaining factual information.