Artificial Intelligence & Machine Learning

A person pointing at a digital visualization of data flow, with colorful lines and binary code representing data processing or neural networks.

AI deployed. No gimmicks.

Roysdon Defense Technologies brings together operational AI experience, original machine-learning research, and deployable software products. The record behind RDT includes RFML in use at DARPA and on Air Force programs, CyberAI operationally deployed for Air Force Cyber and NSA, and AI work deployed across Department of Defense and Intelligence Community domains.

We bring that experience to the full engineering problem: the data, the model, the application, the infrastructure, and the people who use the result.

Original research behind the implementation.

RDT's technical foundation includes more than the application of existing models. Our founder authored and coauthored many seminal textbooks and papers, including TabMT, published at NeurIPS 2023, developing masked-transformer methods for synthetic tabular data. He also coauthored research connecting Lyapunov stability theory with Mamba state-space models.

That connection between applied mathematics and machine learning matters when the engineering question is not answered by a default model or a standard configuration.

Product & Portfolio Exemplars

Three scientific graphs with labeled axes and legends. The top graph shows two sinusoidal signals, labeled 'Real' in blue and 'Imag' in red, plotted over time in samples. The bottom left graph depicts the Power Spectral Density (PSD) in decibels versus frequency in radians per sample. The bottom right graph is a spectrogram displaying frequency versus time in samples, with color intensity indicating amplitude.
A collage of 16 heatmap charts showing various data patterns with color scales ranging from green to red.

RFML — Machine learning brought into operational RF work

Our prior RFML work is in use on Air Force programs. This is a record of implementation, not simply an interest in applying AI to radio-frequency data. RDT connects that experience with signal processing and mathematical modeling to develop around the actual RF problem. We focus on the measurements available, the behavior the system must distinguish, the operating conditions, and the evidence needed to evaluate its output.

Our value is an analytical capability that addresses the signal and the task.

Scatter plot illustrating security augmentation coverage with color-coded data points for categories such as Original, RL, Bayes, and Adv, and annotations indicating specific SQL commands and functions.
A network graph titled "Bayes Augmented RL Set Coverage" with green and orange nodes connected by edges, showing labels with SQL-like code snippets in speech bubbles.

CyberAI — Operational deployment experience

Our prior CyberAI work is operationally deployed for Air Force Cyber and the Intelligence Community. That experience informs how RDT approaches cyber analytics: connect the analytical method to the data pipeline, integrate it into the working environment, and make the output useful to the people responsible for the mission.

Our technical portfolio also includes network-flow analysis and integer-programming tools. Mathematical structure and operational data belong in the same engineering conversation.

AVA — Private AI you can put to work

Agentic Virtual Assistant (AVA) is the Roysdon Defense private & secure AI platform for high-trust work. It helps teams search records, analyze documents, summarize evidence, prepare reports, compare sources, and automate repeatable knowledge work without sending sensitive workflows into a generic public cloud AI system.

AVA is comprised of three connected components:

  1. AVA-Workspace: The private & secure workspace where users interact with the system.

  2. AVA-AI: The Roysdon Defense-trained, specialized, “Grounded AI” models for text, audio, video, and code.

  3. AVA-Vault: The secure & local hardware platform where everything runs.

Learn More and See demos.

Field Ledger — Turn field activity into usable records

Field Ledger is the Roysdon Defense secure workflow automation system for field records, receipts, reporting, and operational accountability. It brings voicemails, text messages, expense records, and daily activity into one environment so teams can capture what happened, organize supporting evidence, and generate usable reports without relying on fragmented manual processes.

Built to work with AVA, Field Ledger supports privately deployable automation for organizations that need control, reliability, and clear operational visibility.

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Build the capability your mission requires.

Engage RDT for RFML development, cyber analytics, private AI deployment, or specialized machine-learning work. We bring original technical depth and experience carrying software into operational use.