Patents by Inventor Aaron Tirrell

Aaron Tirrell has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Patent number: 12706938
    Abstract: A system is disclosed for generating a common intelligence picture through latent space fusion and threat forecasting. Priority intelligence requirements are processed using language and machine learning models to generate structured tasking and prioritize multi-modal sensor collection. Data from geospatial, cyber, radio frequency, and behavioral sources is embedded into domain-specific representations and fused into a unified latent space. The system models behavioral trajectories, detects anomalies, and maintains digital twins of entities and regions. Deviations from expected behavior may trigger alerts, causal inference, attribution hypotheses, and deterrence simulations. Adversary behavior is forecast in latent space, enabling evaluation of intervention strategies with impact and timing assessments. Visualizations, alerts, and reports are generated based on latent divergence and simulation outputs.
    Type: Grant
    Filed: June 2, 2025
    Date of Patent: August 11, 2026
    Assignee: GRVTY, INC.
    Inventors: Adam Estrada, Matt Flure, Dave Rabrun, Terry Hurlburt, Kristen E. Mistysyn, Nicholas Stephens, Michael Ludlam, Aaron Tirrell, Jacob Young, Tina Agarwal