AVIAN Patent Portfolio

Included Topics

• Complete AVIAN patent portfolio comprising 12 filings (1 original provisional + 11 applications A-K): foundational architecture (shared embedding manifold, bidirectional updates, sequencing, ring topology, scoring), domain preparation (Origin synthesis, Preflight distinction extraction, topology governance), entity lifecycle (initialization, evidence integration, activity synthesis, trajectory prediction), intelligence and behavioral analytics, governance and safety, federated deployment, embodied skill acquisition, and portfolio strategy including claim architecture, branded platform clusters, and prior art differentiation.
• Core mathematical concepts: embedding manifold representation, bidirectional O(d) update mechanism, structured error vectors, prediction functions, information-gain optimization, ring health metrics, and convergence criteria.
• Portfolio structure and IP strategy: patent family organization, claim hierarchy (system/method/CRM), dependent claim coverage, branded cluster mapping, and prior art positioning.

Not Covered

• Implementation source code, programming languages, specific libraries, and deployment infrastructure details (Docker, gRPC, FastAPI, PyTorch internals).
• Financial valuation, filing costs, prosecution budgets, and attorney fee analysis.
• Specific AWS certification exam content or other domain-specific knowledge used in examples.
• Patent prosecution procedures, USPTO filing mechanics, and patent law beyond what is needed to understand claim structure.