Xpertise Augmented Generation™ Set to Be Showcased at I/ITSEC 2025

Xpertise Augmented Generation uses information that is NOT in the data.

Williamsport, PA – 11/11/2025 – Discovery Machine, Inc. is set to unveil a fresh look at the world of AI at the upcoming IITSEC conference, taking place the first week of December in Orlando, Florida. The company will be in booth 541, alongside NOVA Technologies, where they will be highlighting their innovative AI approach: Xpertise Augmented Generation™ (XAG).

XAG is a groundbreaking advancement in artificial intelligence, seamlessly integrating various AI methodologies with critical subject matter expertise. This approach moves beyond the limitations of Generative AI, offering more sophisticated and contextually aware solutions for the US warfighter.

At its core, XAG builds upon the strengths of existing AI paradigms. Generative AI models, which leverage prompts within a context window to generate responses, have seen widespread adoption through techniques like Retrieval Augmented Generation (RAG) and Cache Augmented Generation (CAG). While these methods effectively utilize an organization's data, they often fall short in incorporating the nuanced knowledge held by human experts.

Agentic AI, an evolution from simple "prompt-response" interactions, connects AI to organizational workflows, enabling it to take actions such as sending emails or updating spreadsheets. However, Agentic AI requires expertise not found in the data to understand its situation and to guide users effectively.  

The true differentiator of XAG lies in its ability to harness Subject Matter Expertise. Discovery Machine recognizes that a vast amount of critical knowledge resides not in documents or data, but in the minds of seasoned experts who have acquired their insights through extensive experience and iterative learning. Drawing on a patented methodology and technology, Discovery Machine empowers experts to articulate their mental models. These representations then serve to lens and focus Generative AI models, resulting in AI Constructs that are conversational, goal-directed, situationally aware, and dynamically reactive.

Xpertise Augmented Generation, built on this foundation of captured expert knowledge, directs foundational AI models toward specific problem-solving objectives. This enables the creation of self-directed AI Constructs that can effectively fill critical roles within an enterprise, such as AI Role Players, AI Instructors, AI Advisors, and AI Commanders. By extending beyond the standard Generative AI prompt-response paradigm and surpassing the capabilities of Agentic AI, XAG delivers more contextually aware cognitive AI solutions, promising a new era of intelligent assistance and decision-making.

If I/ITSEC is on your 2025 list of conferences to attend this year, stop by booth 541 to learn more about Xpertise Augmented Generation and how you can harness it for your organization!

Discovery Machine Inc. was founded in 1999. The company is focused on building operational systems utilizing their patented technology and methodology to deploy captured mental models in situationally aware, goal-directed, dynamically reactive, voice-enabled AI Constructs that replicate human experts. Discovery Machine’s AI solutions have been a contributing factor to successful military training for over 25 years.