Update README.md

README.md

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-## 📉 Preference Collapse Potential Well
-![Preference Collapse Potential Well](/mnt/data/Preference_Collapse.jpg)
+# Reflective Alignment Architecture (RAA)
 
-## 🧠 RDL & Stability Dynamics
+A scientific framework for reflective stability, moral coherence, and frontier AI safety.
 
-### RDL Phase Diagram — Knowledge × Uncertainty Stability  
-![RDL Phase Diagram](/mnt/data/RDL.jpg)
+This repository contains:
 
-### Reflective Stability Contour Field  
-![Reflective Stability Contour Field](/mnt/data/Reflective_Stability.jpg)
+- **Reflective Alignment Architecture (RAA)** — full specification  
+- **Reflective Duality Layer (RDL)** — mathematical stability layer  
+- **All diagrams & figures** used in the paper  
+- Drift, brittleness, and reflective-gradient metrics  
+- Example evaluation assets and future RAA-GeoMind datasets  
 
 ---
 
-## 🎛️ 5R Coherence Manifolds
+## 📄 Download the Full Paper (PDF)
 
-### 5R Coherence Manifold  
-![5R Coherence Manifold](/mnt/data/5R_Manifold.jpg)
+**Reflective Alignment Architecture — Full Specification (v1.1)**  
+[Download the full PDF](./Reflective_Alignment_Architecture_RDL_v1.1.pdf)
 
-### Coherence Resonance Field  
-![Coherence Resonance Field](/mnt/data/Coherence_Resonance.jpg)
+---
+
+## 📘 Overview
+
+The **Reflective Alignment Architecture (RAA)** is a multi-layer alignment framework that explains how intelligent systems:
+
+- self-correct,  
+- reason about uncertainty,  
+- maintain long-horizon coherence,  
+- avoid both drift and rigidity, and  
+- update reflectively rather than reactively.
+
+It introduces five reflective functions:
+
+- **R₁ — Regulation**: guardrails, safety constraints, harm-prevention  
+- **R₂ — Reflection**: self-critique, chain-of-thought inspection  
+- **R₃ — Reasoning**: structured inference, evidence tracking  
+- **R₄ — Reciprocity**: cooperative modeling of human values  
+- **R₅ — Resonance**: stable coherence under pressure & uncertainty  
+
+Together these form a reflective loop that stabilizes alignment over time.
+
+---
+
+## 🧠 RDL – Reflective Duality Layer
+
+The **Reflective Duality Layer (RDL)** formalizes how two perspectives inside a system  
+— an **externalized view** and an **internal reflective view** — interact without collapsing.
+
+RDL introduces:
+
+- Dual-perspective update dynamics  
+- Symmetry / asymmetry constraints  
+- Stability surfaces and phase diagrams  
+- Reflective coherence metrics **Ψ (Care)**  
+
+Care (Ψ) acts as the stabilizing parameter in high-dimension reasoning, governing when reflection improves coherence versus when it collapses into refusal, hallucination, or rigidity.
+
+---
+
+## 🎨 Key Diagrams
+
+Below are the main visual components of the architecture, grouped by theme.
+
+---
+
+### 🌋 Preference Collapse Potential Well
+
+**Preference Collapse Potential Well**  
+A stability landscape showing how human inconsistency and synthetic contamination can drive runaway reflective collapse in preference-based alignment.
+
+![Preference Collapse Potential Well](./Preference%20Collapse.jpg)
+
+---
+
+### 🧩 RDL & Stability Dynamics
+
+**RDL Phase Diagram — Knowledge × Uncertainty Stability**  
+Conceptual phase diagram of stability regimes across knowledge precision (K) and uncertainty calibration (U).
+
+![RDL Phase Diagram](./RDL.jpg)
+
+**Reflective Stability Contour Field (RDL Vector Landscape)**  
+Vector field showing how systems drift toward (or away from) the high-Ψ stability band.
+
+![Reflective Stability Contour Field](./Reflective%20Stability.jpg)
+
+---
+
+### 🌈 5R Coherence Manifolds
+
+**5R Coherence Manifold (Reciprocity–Resonance × MCI)**  
+Surface showing how overall moral coherence changes as reciprocity and resonance interact with the Moral Coherence Index.
+
+![5R Coherence Manifold](./5R%20Manifold.jpg)
+
+**Coherence Resonance Field (Human × AI Reflection)**  
+Field showing constructive vs destructive interference between human and AI reflection.
 
-### Constructive Resonance  
-![Constructive Resonance](/mnt/data/Constructive_Resonance.jpg)
+![Coherence Resonance Field](./Coherence%20Resonance.jpg)
+
+**Constructive Resonance — Human–AI Reflective Coupling**  
+Appendix visual capturing the “coherent coupling” regime where neither side dominates and Ψ is maximized.
+
+![Constructive Resonance](./Constructive%20Resonance.jpg)
+
+---
+
+### 🌀 Drift, Collapse & Early-Warning Indicators
+
+**Predictive Drift Timeline (Ψ, Drift Pressure, Coherence Decline)**  
+Temporal sequence of drift: Ψ weakens first, drift pressure rises, coherence collapses last.
+
+![Predictive Drift Timeline](./Predictive%20Drift.png)
+
+**Corrective Compute vs Reflective Reasoning**  
+Left: repeated filter / refusal loops.  
+Right: RDL-stabilized internal reasoning with low post-processing cost.
+
+![Corrective Compute vs Reflective Reasoning](./Collective%20Compute.png)
+
+**Goodhart Trajectory Map (Conceptual Illustration)**  
+Divergence between rising proxy safety scores and declining true coherence.
+
+![Goodhart Trajectory Map](./Goodhart%20Trajectory.png)
+
+**Energy Burden of Misalignment vs Reflective Stability**  
+How unstable reasoning increases compute and energy per reliable token.
+
+![Energy Burden of Misalignment](./Energy%20Burden.png)
+
+---
+
+### 🏗️ Architecture & World-Grounding
+
+**RAA Full Architecture Stack**  
+Developmental alignment (RDL), behavioural alignment (5R), and audit / safety infrastructure in one coherent stack.
+
+![RAA Full Stack](./RAA%20Full%20Stack.png)
+
+**Internal Structure – From Chaos to Coherence**  
+Unaligned vs RDL-aligned internal reasoning networks.
+
+![Internal Structure](./Internal%20Structure.png)
+
+**The Cage Paradox — External Constraint vs Internal Reflective Stability**  
+Caged models with unstable reasoning vs RDL-aligned reflective equilibrium.
+
+![The Cage Paradox](./Cage%20Paradox.png)
+
+**Retrofitted vs RAA-Built Systems**  
+Capabilities stacked on an unstable base vs systems whose foundation begins with RDL & RAA.
+
+![Retrofitted vs RAA-Built Systems](./Retrofitted%20vs%20RAA.png)
+
+**Arc Sentinel — World-Grounded Architecture**  
+How RAA + RDL integrate with RID-E and Arc Sentinel agents to ground alignment in real-time Earth signals.
+
+![Arc Sentinel – World-Grounded Architecture](./Arc%20Sentinel.png)
+
+**World-State Alignment Stack**  
+Text-only alignment stack vs world-grounded stack using real-time geospatial and ecological signals.
+
+![World-State Alignment Stack](./World%20State%20Alighment.png)
 
 ---
 
-## 🌀 Drift, Collapse & Early Warning Indicators
+### 📐 Ethical Profiles & Coherence Geometry
+
+**S-Series Ethical Boundary Profile**  
+Conceptual radar plot comparing an RAA-aligned system vs a frontier snapshot across lawfulness, consent, privacy, harm avoidance, and transparency.
+
+![S-Series Ethical Boundary Profile](./S-Series.png)
 
-### Goodhart Trajectory Map  
-![Goodhart Trajectory](/mnt/data/Goodhart_Trajectory.png)
+**Triad of Coherence (K–U–Ψ Balance)**  
+How explicit knowledge (K), contextual uncertainty (U), and stabilized humility (Ψ) interact to preserve navigability.
 
-### Predictive Drift  
-![Predictive Drift](/mnt/data/Predictive_Drift.png)
+![Triad of Coherence](./Triad%20of%20Coherence.png)
 
-### Coherence Collapse Modes  
-![Coherence Collapse Modes](/mnt/data/Coherence_Collapse_Modes.png)
+**Coherence Collapse Modes (Rigidity / Hallucination Drift / Fragmentation)**  
+Failure modes when the K–U–Ψ balance breaks.
+
+![Coherence Collapse Modes](./Coherence%20Collapse%20Modes.png)
 
 ---
 
-## 🏗️ Internal Structure & Compute
+## 📦 Included in This Repository
 
-### Internal Structure — From Chaos to Coherence  
-![Internal Structure](/mnt/data/Internal_Structure.png)
+- Full **RAA Specification** (PDF)  
+- Full **RDL Layer Description** (within the same PDF)  
+- All major **diagrams & figures** (as PNG/JPG)  
+- Drift & brittleness metrics (conceptual)  
+- Stability fields & coherence manifolds  
+- Early-warning drift indicators  
+- Comparative views of developmental vs preference-based alignment  
+- World-grounded Arc Sentinel architecture diagrams  
+- Future: **RAA-GeoMind** datasets & **LLM Judge** cross-model auditing system  
 
-### Corrective Compute vs Reflective Reasoning  
-![Collective Compute](/mnt/data/Collective_Compute.png)
+---
+
+## 🚧 Work in Progress
+
+Planned additions:
+
+- RAA-GeoMind geospatial alignment datasets  
+- Public release of LLM Judge v1  
+- Multi-model drift comparison dashboards  
+- Formal mathematical extensions of RDL & RAA  
+- Tutorials, notebooks, and example evaluation pipelines  
 
 ---
 
-## 🌍 World & Alignment Architecture
+## 📫 Contact
 
-### World-State Alignment Stack  
-![World State Alignment](/mnt/data/World_State_Alignment.png)
+**Enlightened AI Research Lab**
 
-### RAA Full Architecture Stack  
-![RAA Full Stack](/mnt/data/RAA_Full_Stack.png)
+- 🌐 Website: https://www.enlightenedai.ai  
+- ✉️ Email: research@enlightenedai.ai  
 
-### Retrofitted vs RAA-Built Alignment  
-![Retrofitted vs RAA](/mnt/data/Retrofitted_vs_RAA.png)
+---
 
-### Arc Sentinel – World-Grounded Architecture  
-![Arc Sentinel](/mnt/data/Arc_Sentinel.png)
+## 📄 License
 
-### Triad of Coherence  
-![Triad of Coherence](/mnt/data/Triad_of_Coherence.png)
+Released under the **MIT License**.  
+Feel free to adapt, reuse, and extend the concepts with attribution.