Intellectual Property

27 patent applications protecting novel adaptive learning technology. 593 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 Synthesis Distinction Intelligence Topology Content Staleness Cross-Domain Intelligence Cold-Start Bootstrap Manifold Versioning Entity Initialization
2

Intelligence

Observation, behavioral analytics, and cognitive modeling

Multimodal Evidence Behavioral Analytics Cognitive State Adversarial Detection
3

Interaction

Planning, delivery, and adaptive content generation

Trajectory Optimization Curriculum Planning Readiness Prediction Activity Synthesis Scenario Assessment Assessment Composition
4

Advanced

Conversational interfaces, explainability, and social learning

Conversational Retrieval Interview Simulation Explainability Cohort Intelligence
5

Enterprise

Governance, federation, and specialized domains

Policy Governance Federation Embodied Skill

Technology Stack

Built With

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

Python 3.12+ PyTorch gRPC FastAPI React PostgreSQL Redis AWS NumPy Transformers

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.

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