Intellectual Property

27 patent applications protecting novel adaptive learning technology. 613 claims across the full adaptive capability acquisition stack.

AVIAN™

Adaptive Vector Intelligence and Network

AVIAN is our proprietary adaptive learning engine. It observes how learners interact with content, models what they know, and continuously adapts to deliver the most efficient path to mastery. The engine spans seven architectural layers and thirty-three subsystems, from domain knowledge synthesis through federated multi-node deployment.

Visit the AVIAN Technical Site
33
Subsystems
7
Architectural Layers
119K
Lines of Code

Patent Portfolio

25 Applications. 573 Claims.

Filed as a continuation-in-part family originating from U.S. Provisional Application No. 63/906,341 (October 2025). Each application contains two independent claims (system and method) plus dependent claims providing layered fallback positions.

1

Foundation

Content pipeline and knowledge infrastructure

Domain SynthesisDistinction IntelligenceTopologyContent StalenessCross-Domain IntelligenceCold-Start BootstrapManifold VersioningEntity Initialization
2

Intelligence

Observation, behavioral analytics, and cognitive modeling

Multimodal EvidenceBehavioral AnalyticsCognitive StateAdversarial Detection
3

Interaction

Planning, delivery, and adaptive content generation

Trajectory OptimizationCurriculum PlanningReadiness PredictionActivity SynthesisScenario AssessmentAssessment Composition
4

Advanced

Conversational interfaces, explainability, and social learning

Conversational RetrievalInterview SimulationExplainabilityCohort Intelligence
5

Enterprise

Governance, federation, and specialized domains

Policy GovernanceFederationEmbodied Skill

Technology Stack

Built With

The AVIAN engine and supporting infrastructure are built on modern, production-grade tools.

Python 3.12+PyTorchgRPCFastAPIReactPostgreSQLRedisAWSNumPyTransformers

Interested in Licensing?

The AVIAN patent portfolio covers the full adaptive capability acquisition stack. If you're building in education, training, assessment, or workforce development, we should talk.

Contact Us