Reinforcement learning

A12XT is a cyber security company using artificial intelligence, machine learning, and reinforcement learning to provide proactive and predictive security measures that protect clients' critical assets and information against evolving threats.

behavioral analysisdigital forensicsmachine learningnetwork traffic analysisthreat detection and preventionvulnerability management

AI SENSE is an R&D-first venture working at the intersection of climate, agriculture, and biodiversity. It designs, builds, and deploys intelligent systems that bridge natural environments with digital tools, applying edge AI and nature-inspired algorithms to create responsive, real-time sensing networks for challenging outdoor conditions. Its vision is to connect nature with digital insight to advance ecological understanding and climate resilience.

AI/ML training and optimizationedge AIembedded systems and IoT developmenthardware prototyping including 3D printingmulti-scale sensingproductization and go-to-marketTinyML model optimizationvision and sound sensing

Adaptive Spectrum and Signal Alignment, Incorporated (ASSIA) develops and licenses innovative technologies utilized by telecommunications providers worldwide. Its AI-driven solutions optimize internet connections across copper wires, fiber, Wi-Fi (including Wi-Fi 6), and 5G, serving over 125 million internet subscribers worldwide. ASSIA was founded in 2003 and is led by Dr. John Cioffi.

Big Data analyticsIP licensingmachine learningtechnology development

Avex Motion is a spin-off from research at the Neuromuscular Rehabilitation Engineering Laboratory at North Carolina State University, based on the patented NREL exoskeleton. The team incorporated Avex Motion in 2022 to translate the technology into a portable device for physical therapy. It develops wearable robotics and reinforcement learning solutions for adaptive physical therapy, aiming to empower therapists with quantitative data-driven metrics and automated documentation.

BiomechanicsData Analyticsexoskeleton rehabilitationwearable robotics

Berkeley Synthetic Inc is a group of AI researchers focused on applications of AI to build the Open Metaverse. They model physics and natural phenomena to synthesize real world behaviors, develop generative AI methods to synthesize 3D assets with textures, materials and shaders, research reinforcement learning and deep neural networks for autonomous agents, and work on secure decentralized digital asset management networks.

3D Modelingdeep learninggenerative AIphysics simulation

Camgian delivers AI-enabled kill chain automation and cognitive decision aids for defense missions, including air and missile defense, counter-UAS, and space defense. Its Reactor platform is a software-first, hardware- and platform-agnostic solution using reinforcement learning, multi-modal sensor fusion, and real-time sensor cueing to reduce cognitive overload and accelerate decision-making for Warfighters.

Artificial Intelligence and Machine LearningBayesian networkskill chain automationmulti-modal sensor fusionreal-time sensor cueingthreat prioritization and identificationweapon-to-target assignment

Clostra is a company founded in 2013 that uses state-of-the-art machine learning and deep learning approaches to create innovative software solutions for defense, medicine, business, and other critical needs. Its researchers combine techniques from multiple AI fields, including neural net classification/anomaly detection, LSTM prediction, reinforcement learning, generative adversarial networks, and natural language processing.

anomaly detectioncomputer visiondeep learningmachine learningmesh networkingnatural language processingneural net classificationVPN

Coldstone Data Intelligence LLC is based in Florence, Montana, and delivers enterprise-grade AI solutions for mission-critical infrastructure and advanced technology applications. Its work includes autonomous robotics software, defensive cybersecurity systems, Drone AI, and secure underground AI data storage, with facilities powered by solar power, geothermal cooling, and Earth Batteries. The company is veteran owned.

autonomous robotics softwarecomputer visionCybersecuritygeothermal coolingmachine learningnatural language processingsolar powerunderground data center engineering

Crypto Corp is a small business AI company based in Maryland with extensive experience in AI. It provides Artificial Intelligence, Data Science, and Big Data Systems engineering, consulting, photography, image processing, and training services. It has developed AI Big Data systems for DARPA, FINRA, DEA, and NIH, including the HawkAI system for the DEA.

AI algorithm developmentanomaly detectionAutoregressive ForecastingBig Data Processing & AnalysisCalculusdeep learningFully Automatic Anomaly Detectionimage processingmathematical modelingPartial Differential Equationsquality assuranceSelf Tuning Neural Networkssupervised learningtrainingUnsupervised Learning

CuraGenAI designs disease-modifying small molecules for hard-to-treat diseases and accelerates target-to-lead discovery by combining generative AI, reinforcement learning, and ML model architectures with biology and structure-based validation. Its CureRX platform delivers synthesis-ready lead series to pharma and biotech partners, compressing target-to-lead discovery from years to weeks. Selected programs advance toward clinical translation through CuraGen Neuro Therapeutics, including a brain-directed ACAT1/SOAT1 program in glioblastoma.

ADMET predictionde novo molecular designgenerative chemistrymulti-objective optimizationsmall-molecule discoverystructure-based validationtarget definition and druggability assessment

Embrained builds an open-source robot that learns to navigate a home using only a camera and a neural network running on a laptop, with no LiDAR, odometry, GPS, or cloud. The robot is a thin sensor/actuator relay (camera, two motors, WiFi radio) while all cognition runs on the laptop GPU, using a Variational Autoencoder for perception and a reinforcement learning policy for goal-directed action.

differential driveGPU inferencelaser-cut acrylic chassisvariational autoencoder perception

Expression provides mission-focused technology services and its VOR platform, which connects data, workflows, and Super Intelligence (SI) agents into a coordinated mission ecosystem. The company combines engineering disciplines including machine learning, software development, data science, systems engineering, and spectrum engineering to support complex operational challenges.

agile developmentalgorithm developmentanomaly detectioncomputer visiondatabase developmentData Science & AnalyticsDeep learning and graphical modelsDevSecOpsEnterprise architectureGenerative SIKnowledge representation and ontologiesMachine Learning & SIMLOps and continuous learningnatural language processingperformance optimizationpredictive modelingsoftware developmentspectrum engineeringSystems Engineering

Ferret Labs LLC is an artificial intelligence research company that proposes a 'specify and discover' paradigm for AI development, called intelligence farming. Instead of designing and training agents on objectives, they specify an environment and the materials from which agents can be grown, requiring only that agents survive so they figure out objectives for themselves. They discover agents with novel and useful traits automatically, including brain/body pairs.

agent morphology encodingAI researchdifferentiable encoding optimization

Funstematics.ai is an artificial intelligence (AI) services and research company focused on transforming enterprises with AI-powered systems and decision making. Its AI engineers and data scientists apply machine learning, deep learning, and other AI skills to data such as numbers, text, images, video, and audio, producing specialized AI systems end-to-end and providing customized AI training programs.

big datablockchain developmentbusiness intelligencecloud computingcomputer visionData Sciencedata visualizationdeep learningedge computinggenerative modelingGIS and spatial analysisHPCIoTmachine learningnatural language processingrecommender systemsrobotic process automationspeech recognitionvirtual & mixed reality

Helion Logic Inc. is a Texas-based, mission-focused technology firm delivering full-stack AI, machine learning, and analytics solutions to federal agencies, defense partners, and enterprise clients. It provides agentic AI and no-code AI platforms, autonomous systems, and edge-deployed intelligence, enabling organizations to move from concept to execution quickly. It is a majority SDVOSB-owned entity (SBA certification pending) and partners with ThinkDeeply Inc.

Agentic AIAutonomous systemscloud deploymentEdge deploymentISR solutionsmachine learningNo-code AI developmentrapid prototypingReal-time observability