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Public engineering firm profile

Ad hoc Research Associates LLC

Belcamp, MD

AI You Can Trust When Failure Isn't an Option

Services
15
Offices
2
Projects
6

Overview

Ad hoc Research Associates LLC is a software and defense engineering practice that develops DarkStax, an operational platform where digital twins, cognitive agents, and governed workflows converge. It provides autonomous decision support, cyber range and adversarial simulation, infrastructure automation, and AI assurance and validation services to help organizations test operational consequences before deploying systems in high-stakes environments.

Services

Digital Twin Operations

Builds and maintains living digital twins of missions, networks, infrastructure, and operational systems across mixed-fidelity environments.

Cognitive Agent Orchestration

Deploys cognitive agents that execute workflows, finite state machines, and directed graphs bounded by explicit execution models.

AI Assurance and Validation

Tests AI models inside operational digital twins before deployment to validate behavior against realistic scenarios and adversarial conditions.

Cyber Range & Adversarial Simulation

Provides virtual cyber ranges for high-impact training, cyber experimentation, and active scenario simulation.

Test & Evaluation

Provides formal testing and evaluation for complex network-centric C4ISR systems to verify performance metrics.

Industries

Firm type

Projects

Adaptive Cyber Range Control for White Cell Operations

Defense Cyber Training Organization | Defense

Delivered a high-fidelity digital twin and low-code scenario orchestration solution that reduced setup times and provided white cell operators with real-time control over red, blue, and grey activity during training exercises.

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Adaptive Cyber OPFOR Development

U.S. Air Force Cyber Stakeholder | Defense

Developed an adaptive adversary simulation within a realistic range environment. The solution replaced static attack playbooks with evolving tactics that react dynamically to defender actions.

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Brigade-Scale Tactical Network Emulation

Army C5ISR Laboratory | Defense

Replicated complex tactical and C2 networks in a controlled digital twin environment, enabling multi-node test scenarios, system interaction validation, and mission thread execution before deployment.

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Secure AI Sandbox and Sandbox Validation

Army AI Innovation Stakeholder | Defense

Created a secure AI sandbox to generate synthetic data, test model behavior, and validate AI-driven workflows without exposing sensitive operational systems.

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Enterprise AI Operationalization

U.S. Based Telecom Operator | Telecommunications

Supported AI operationalization efforts through platform-driven modeling, testing, and decision workflow support, enabling faster transition from experimentation to production.

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Telecom Network Change Validation

Global Telecom Operators | Telecommunications

Helped network teams test telecom network changes and AI-driven predictions in a virtual environment, reducing rollout risk and improving operational resilience before production deployment.

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Offices

Headquarters

Headquarters

4694 Millennium Drive

Belcamp, MD 21017

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