Structure first.
Claims carefully bounded.
Two related paths are presented separately: original FGT research into structured retrieval, and development work that can shape a business-specific language-model system around approved data and workflows.
FGT language-model research.
An experimental retrieval foundation informed by Markus Drew's FGT framework. The current work concerns structure and retrieval; it is not presented as a generally released or independently validated foundation model.
Review the research boundaryLanguage models for business.
A scoped development offering for organizing approved business knowledge, testing retrieval and designing useful workflow interfaces. Fine-tuning, hosting, integrations and production readiness depend on the agreed project.
Explore the development approachA planned coordination layer.
Agent Hubbub is being developed as an application for coordinating agent-assisted work. Its connection to language-model systems is a development direction, not a claim that every integration or production capability is already complete.