Update README.md

README.md

@@ -4,4 +4,33 @@ This work is licensed under the Creative Commons Attribution 4.0 International (
 
 https://creativecommons.org/licenses/by/4.0/
 
-The Apache-2.0 selection is used only to satisfy Hugging Face repository metadata requirements.
+The Apache-2.0 selection is used only to satisfy Hugging Face repository metadata requirements.
+
+
+# Hub-Spoke Architecture
+
+**Hub-Spoke is a design framework for governing conversational state in long-horizon AI workflows.**
+
+It addresses a systemic failure in linear chat systems: the inability to preserve decision authority as exploratory reasoning accumulates over time.
+
+This repository hosts the canonical design paper and executive brief.
+
+## What this is
+- A governance model for conversational state
+- A framework for preserving authority over long horizons
+- A human-in-the-loop alternative to unstructured long-context chat
+
+## What this is not
+- A trained model
+- An agent framework
+- A memory store or RAG system
+
+## Primary Reference
+The full design document, diagrams, and ongoing discussion live on GitHub:
+
+➡️ https://github.com/pstearns/hub-spoke-ai-architecture
+
+## Organizational Context
+This framework informs internal systems under development at **LogixForgeAI**, including long-horizon state governance for agentic workflows such as **CrankLogix**.
+
+Feedback and discussion are welcome via GitHub.