Family Three: Unified context across AI models and knowledge systems: One authoritative context. Many models. Many sources. No AI provider owns the truth.

One authoritative context. Many models. Many sources. No AI provider owns the truth.. Methods and Systems for Maintaining Unified Conversation Context Across Heterogeneous Reasoning Backends Using a Provider-Neutral Substrate and a Transcript Authority Decoupled From a Scoped Semantic Store. U.S. Provisional Patent Application No. 64/147,766 (patent pending). Embodied in the collaboration shell of Helix. Traditional AI systems inherit fragmented context from whichever tool or provider they happen to be using: conversations in one place, files in another, email, meetings and enterprise artifacts elsewhere, with no single complete view. This invention holds context in one authoritative context fabric that no provider owns, which any of many heterogeneous models can be grounded from. Canonical page: https://coreyjames.ai/research/family-three-unified-context-across-models/. Repository document: https://github.com/coreyjames-ai/portfolio/tree/main/research/patent-families/family-three-unified-context-across-models, mirrored at https://gitlab.com/coreyjames-ai/portfolio/-/tree/main/research/patent-families/family-three-unified-context-across-models. Generated from the coreyjames.ai inventory on 2026-10-28; every figure and evidence line in this report is one on the canonical page it cites.