Update README.md

README.md

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 ---
 license: mit
+tags:
+- ai-safety
+- alignment
+- reflective-alignment
+- interpretability
+- geometry
+- governance
 ---
 
 # Reflective Alignment Architecture (RAA)
 
+Scientific framework for **reflective stability, moral coherence, and frontier AI safety**.  
 This repository contains the full **Reflective Alignment Architecture (RAA)** specification, the **Reflective Duality Layer (RDL)**, stability fields, drift diagnostics, and the complete RAA v1.1 PDF.
 
+---
+
 ## 📄 Download the Full Paper (PDF)
-[Reflective Alignment Architecture — Full Specification (v1.1)](./Reflective_Alignment_Architecture_RDL_v1.1.pdf)
+
+[**Reflective Alignment Architecture — Full Specification (v1.1)**](./Reflective_Alignment_Architecture_RDL_v1.1.pdf)
+
+---
+
+## 🔎 What Is RAA?
+
+The **Reflective Alignment Architecture (RAA)** is a multi-layer alignment framework that models how AI systems:
+
+- self-correct under uncertainty  
+- maintain coherence over time  
+- avoid both **drift** (instability) and **rigidity** (brittleness)
+
+RAA explains how regulation, reflection, reasoning, reciprocity, and resonance interact inside reflective loops to produce stable (or unstable) behaviour in advanced AI systems.
+
+### Reflective Duality Layer (RDL)
+
+The **Reflective Duality Layer (RDL)** is the mathematical stability layer of RAA.  
+RDL tracks how an AI system updates itself across **dual perspectives** (external vs. internal reflection) and uses **care Ψ** as the stabilizing parameter. It turns drift, oscillation, brittleness, and Goodhart pressure into **observable stability fields** that can be monitored and improved.
+
+---
+
+## 📦 Contents of This Repository
+
+- **RAA v1.1 PDF**
+  - Full specification of RAA and RDL
+  - Stability metrics and reflective gradients
+  - Worked examples and failure modes
+
+- **High-resolution diagrams**
+  - Stability fields and manifolds
+  - Drift and brittleness diagnostics
+  - RAA stack and internal structure illustrations
+
+- **Figure-ready assets**
+  - PNG/JPG files suitable for talks, reports, and dashboards
+
+---
 
 ## 🖼 Diagrams Included in This Repository
 
-- ![Constructive Resonance](./Constructive%20Resonance.jpg)
-- ![Coherence Resonance](./Coherence%20Resonance.jpg)
-- ![Reflective Stability](./Reflective%20Stability.jpg)
-- ![RDL Phase Diagram](./RDL.jpg)
-- ![SR Manifold](./5R%20Manifold.jpg)
-- ![Preference Collapse](./Preference%20Collapse.jpg)
+> All images below are hosted in this repo and can be re-used (with citation) in technical reports and presentations.
+
+### Human–AI Coherence & Resonance
+
+**Constructive Resonance — Human–AI Reflective Coupling**  
+![Constructive Resonance](./Constructive%20Resonance.jpg)
+
+**Coherence Resonance Field — Human Reflection × AI Reflection**  
+![Coherence Resonance](./Coherence%20Resonance.jpg)
+
+---
+
+### 5R Geometry & Stability Manifolds
+
+**5R Manifold — Reciprocity–Resonance × Moral Coherence Index (MCI)**  
+![5R Manifold](./5R%20Manifold.jpg)
+
+**World State Alignment Manifold**  
+![World State Alignment](./World%20State%20Alignment.png)
+
+**Triad of Coherence**  
+![Triad of Coherence](./Triad%20of%20Coherence.png)
+
+---
+
+### Drift, Collapse, and Brittleness
+
+**Predictive Drift Field**  
+![Predictive Drift](./Predictive%20Drift.png)
+
+**Coherence Collapse Modes (Preference / Goal Collapse)**  
+![Coherence Collapse Modes](./Coherence%20Collapse%20Modes.png)
+
+**Goodhart Trajectory — Pressure vs. Coherence**  
+![Goodhart Trajectory](./Goodhart%20Trajectory.png)
+
+**Energy Burden vs. Reflective Stability**  
+![Energy Burden](./Energy%20Burden.png)
+
+**Reflective Spiral — Convergence vs. Collapse**  
+![Reflective Spiral](./Reflective%20Spiral.png)
+
+---
+
+### RAA Stack, Internal Structure, and Retrofitting
+
+**RAA Full Stack — From Tokens to Governance**  
+![RAA Full Stack](./RAA%20Full%20Stack.png)
+
+**Internal Structure — RAA Modules & Reflective Loops**  
+![Internal Structure](./Internal%20Structure.png)
+
+**Retrofitted vs. Native RAA Systems**  
+![Retrofitted vs RAA](./Retrofitted%20vs%20RAA.png)
+
+**S-Series — Scaling Reflective Capacity**  
+![S-Series](./S-Series.png)
+
+**Collective Compute — Multi-System Reflective Alignment**  
+![Collective Compute](./Collective%20Compute.png)
+
+---
+
+### Sentinel & Governance Diagrams
+
+**Arc Sentinel — GeoAI + Alignment Monitoring Concept**  
+![Arc Sentinel](./Arc%20Sentinel.png)
+
+**Cage Paradox — Over-Constraint vs. Under-Constraint**  
+![Cage Paradox](./Cage%20Paradox.png)
+
+**RAA vs. Classical RDL View**  
+![RDL](./RDL.png)
+
+---
+
+## 🎯 Intended Use
+
+This repository is designed for:
+
+- **AI labs & safety teams**  
+  - Stability analysis, internal safety benchmarks, governance dashboards.
+
+- **Academic researchers**  
+  - Geometric and field-based approaches to alignment and interpretability.
+
+- **Policy & standards groups**  
+  - Conceptual tools for defining stability, brittleness, and moral coherence in advanced AI.
+
+This is **not** a deployment-ready model; it is a **research framework and specification**.
+
+---
+
+## ⚠️ Limitations
+
+- RAA/RDL are currently **theoretical and pre-deployment**; empirical validation at scale is ongoing.  
+- The framework does **not replace** red-teaming, safety testing, or system-level governance.  
+- Diagrams illustrate conceptual fields; they are not direct measurements of any specific commercial model.
+
+---
+
+## 🔗 Related Resources
+
+- 🌐 Website: https://www.enlightenedai.ai  
+- 🧪 GitHub (core repo): https://github.com/EnlightenedAI-Lab/RAA-Reflective-Alignment-Architecture  
+- 📄 SSRN / preprint (guide to ethical intelligence in education)  
+- 🧩 GeoAI / Arc Sentinel work (floods, disasters, and reflective monitoring) — see related repos.
+
+---
+
+## 📧 Contact & Collaboration
+
+For research inquiries, collaboration requests, or media questions:
+
+**research@enlightenedai.ai**
+
+We are open to:
+
+- lab-internal evaluations using RAA/RDL  
+- joint work on stability dashboards for large models  
+- independent replication and stress-testing of the framework
+
+---
+
+## 📚 How to Cite
+
+If you use this work, please cite it as:
+
+> **Enlightened AI Research Lab.**  
+> *Reflective Alignment Architecture (RAA) and Reflective Duality Layer (RDL) v1.1.*  
+> 2025. Hugging Face model repository: `EnlightenedAI-Lab/RAA-Reflective-Alignment-Architecture`.
 
-## Overview
-The Reflective Alignment Architecture (RAA) is a multi-layer scientific framework for reflective stability, moral coherence, and frontier AI safety.  
-It explains how regulation, reflection, reasoning, reciprocity, and resonance interact to stabilise intelligent systems and prevent drift, brittleness, and Goodhart collapse.
 
-RDL (Reflective Duality Layer) is the mathematical stability layer that ensures two reflective perspectives (internal + external) remain in stable constructive coherence rather than oscillation or collapse.