“After launch, our first aim was to test to improve quality within the LLM Retrieval Augmented Generation (RAG) system without increasing size or power draw. This would enable disconnected users to trust its responses and act on them. That’s a tall order for any AI, especially one so small,” says Booz Allen Principal Dan Wald, the AI solution architect who led the research effort.
That patch, uploaded on Halloween 2024, delivered a treat: It installed instantly and successfully introduced a significant boost in quality improvements to the LLM RAG—improvements that HPE Chief Scientist Mark Fernandez, Ph.D., who leads Spaceborne Computer-2 research, assessed to be both quantitative and qualitative.
“We on the Spaceborne Computer Team repeatedly demonstrated that the download of results from space to Earth can go from months to minutes using edge-of-the-edge Spaceborne Computer capabilities,” Mark says. “Similarly, with these modern hardware and software technologies, the upload of improved software to Spaceborne Computer offering increased capabilities can go from days to seconds.”
Chief Engineer Collin Paran described the gains: “The LLM was able to summarize information through dynamic scraping rather than simply finding and displaying a sentence.”
Dan summarized the achievement: “Through collective ingenuity and a 22kb patch update, our model eliminated false responses and hallucinations [fabricated or misleading information] and reports true responses that include document references for further exploration by users.”