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- Reflective Alignment Architecture (RAA)
 
 
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- A scientific framework for reflective stability, moral coherence, and frontier AI safety.
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- This repository contains:
 
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- Reflective Alignment Architecture (RAA) β€” full specification
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- Reflective Duality Layer (RDL) β€” mathematical stability layer
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- All diagrams & figures used in the paper
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- Drift, brittleness, and reflective-gradient metrics
 
 
 
 
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- Alignment evaluation assets
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- Future extensions including LLM-Judge and RAA-GeoMind datasets
 
 
 
 
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- πŸ“„ Download the Full Paper (PDF)
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- Reflective Alignment Architecture β€” Full Specification (v1.1)
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- 🧭 Overview
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- The Reflective Alignment Architecture (RAA) is a multi-layer scientific framework that explains how intelligent systems:
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- self-correct,
 
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- reason about uncertainty,
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- maintain long-horizon coherence,
 
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- avoid drift and brittleness,
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- and update reflectively rather than reactively.
 
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- It introduces five reflective functions:
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- R₁ β€” Regulation: guardrails, safety constraints, harm-prevention
 
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- Rβ‚‚ β€” Reflection: self-critique, chain-of-thought inspection
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- R₃ β€” Reasoning: structured inference, evidence tracking
 
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- Rβ‚„ β€” Reciprocity: cooperative modeling of human values
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- Rβ‚… β€” Resonance: stable coherence under pressure & uncertainty
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- Together, these form a reflective loop that stabilizes alignment over time.
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- πŸ”¬ Reflective Duality Layer (RDL)
 
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- The RDL is the mathematical backbone of RAA.
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- It defines how two reasoning perspectives inside an AI system interact without collapsing:
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- externalized operational reasoning (Rβ€²)
 
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- internal reflective reasoning (Rβ€³)
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- The RDL introduces:
 
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- Dual-perspective updates
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- Symmetry & asymmetry constraints
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- Stability surfaces
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- Reflective coherence metric (Ξ¨)
 
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- Care (Ξ¨) as the stabilizing parameter of moral intelligence
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- πŸ–ΌοΈ Diagrams Included in This Repository
 
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- All diagrams are stored in this repo and display correctly in HuggingFace.
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- Constructive Resonance
 
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- Coherence Resonance
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- RDL Phase Diagram
 
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- Reflective Stability
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- 5R Manifold
 
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- Preference / Goal Collapse
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- Goodhart Trajectory
 
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- Predictive Drift
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- Retrofitted vs Native RAA
 
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- Internal Structure
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- Triad of Coherence
 
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- πŸ“Š Repository Contents
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- βœ”οΈ Full RAA specification (PDF)
 
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- βœ”οΈ Full RDL appendix
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- βœ”οΈ All diagrams & figures
 
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- βœ”οΈ Reflective stability fields
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- βœ”οΈ Drift & brittleness diagnostics
 
 
 
 
 
 
 
 
 
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- βœ”οΈ Reflective gradient (Rβˆ‡) concepts
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- βœ”οΈ Early RAA-GeoMind layers
 
 
 
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- βœ”οΈ Example alignment evaluations
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- 🚧 Work in Progress
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-
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- Upcoming additions:
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-
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- RAA-GeoMind geospatial alignment datasets
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-
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- LLM-Judge v1 (cross-model alignment auditor)
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-
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- Multi-model drift comparison dashboard
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-
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- Mathematical extensions (rigidity, oscillation, reflective pressure)
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-
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- Tutorials, notebooks, and explainer videos
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- πŸ“« Contact
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-
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- Enlightened AI Research Lab
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- 🌐 Website: https://www.enlightenedai.ai
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-
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- βœ‰οΈ Email: research@enlightenedai.ai
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-
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- πŸ“„ License
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-
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- MIT License
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- (Reuse, adapt, and extend the work with attribution.)
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+ # Reflective Alignment Architecture (RAA)
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+ **A scientific framework for reflective stability, moral coherence, and frontier AI safety.**
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+ This repository contains the full RAA specification, the Reflective Duality Layer (RDL), stability fields, drift diagnostics, and all figures used in the RAA v1.1 paper.
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+ ---
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+ ## πŸ“„ Download the Full Specification
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+ [**Reflective Alignment Architecture β€” Full Specification (v1.1)**](Reflective_Alignment_Architecture_RDL_v1.1.pdf)
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+ ---
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+ # πŸ“˜ Overview
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+ The **Reflective Alignment Architecture (RAA)** is a multi-layer scientific framework describing how intelligent systems:
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+ - maintain coherence under pressure
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+ - self-correct through reflection
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+ - avoid drift, brittleness, and Goodhart collapse
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+ - stabilize reasoning without external cages
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+ - coordinate human–AI reflective processes
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+ RAA consists of five reflective functions:
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+ **R₁ Regulation** β€” guardrails, safety constraints
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+ **Rβ‚‚ Reflection** β€” metacognition, self-critique
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+ **R₃ Reasoning** β€” structured inference
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+ **Rβ‚„ Reciprocity** β€” modeling human values & mutual correction
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+ **Rβ‚… Resonance** β€” long-horizon coherence & stability
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+ These functions are unified through the **Reflective Duality Layer (RDL)**, which provides stability fields, drift gradients, and the coherence metric Ξ¨.
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+ ---
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+ # 🎨 **Featured Diagrams**
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+ ---
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+ ## πŸ”Ά Coherence Resonance Field
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+ ![Coherence Resonance](Coherence\ Resonance.jpg)
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+ ---
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+ ## πŸ”Ά Constructive Resonance
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+ ![Constructive Resonance](Constructive\ Resonance.jpg)
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+ ---
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+ ## πŸ”Ά 5R Coherence Manifold
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+ ![5R Manifold](5R\ Manifold.jpg)
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+ ---
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+ ## πŸ”Ά RDL Stability Contour Field (Vector Landscape)
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+ ![Reflective Stability](Reflective\ Stability.jpg)
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+ ---
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+ ## πŸ”Ά Preference Collapse Potential Well
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+ ![Preference Collapse](Preference\ Collapse.jpg)
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+ ---
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+ # πŸ”¬ **RDL & Stability Dynamics**
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+ ---
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+ ## RDL Phase Diagram β€” K Γ— U Stability
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+ ![RDL Phase Diagram](RDL.jpg)
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+ ---
 
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+ ## Reflective Gradient & Drift Timeline
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+ ![Predictive Drift](Predictive\ Drift.png)
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+ ---
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+ ## Energy Burden of Misalignment
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+ ![Energy Burden](Energy\ Burden.png)
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+ ---
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+ # 🧠 **Architecture & System Design**
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+ ---
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+ ## Full RAA Architecture Stack
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+ ![RAA Full Stack](RAA\ Full\ Stack.png)
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+ ---
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+ ## Internal Structure – From Chaos to Coherence
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+ ![Internal Structure](Internal\ Structure.png)
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+ ---
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+ ## Corrective Compute vs Reflective Reasoning
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+ ![Collective Compute](Collective\ Compute.png)
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+ ---
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+ ## The Cage Paradox
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+ ![Cage Paradox](Cage\ Paradox.png)
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+ ---
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+ ## World-State Alignment Stack
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+ ![World State](World\ State\ Alighment.png)
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+ ---
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+ ## Retrofitted vs RAA-Built Systems
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+ ![Retrofitted vs RAA](Retrofitted\ vs\ RAA.png)
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+ ---
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+ ## Arc Sentinel – World-Grounded Architecture
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+ ![Arc Sentinel](Arc\ Sentinel.png)
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+ ---
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+ ## Reflective Spiral – Pathways of Self-Correction
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+ ![Reflective Spiral](Reflective\ Spiral.png)
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+ ---
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+ ## Goodhart Trajectory Map
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+ ![Goodhart Trajectory](Goodhart\ Trajectory.png)
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+ ---
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+ ## S-Series Ethical Boundary Profile
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+ ![S-Series](S-Series.png)
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+ ---
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+ # πŸ“š Included in This Repository
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+ - Full RAA specification (PDF)
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+ - Full RDL layer description
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+ - All 30+ diagrams & figures
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+ - Drift & brittleness metrics
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+ - Stability fields & coherence manifolds
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+ - Early-warning drift indicators
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+ - Developmental vs preference-based alignment comparisons
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+ - RAA-GeoMind: world-grounded alignment (coming)
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+ - LLM Judge system (coming)
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+ ---
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+ # 🌐 Contact
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+ **Enlightened AI Research Lab**
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+ Website: https://www.enlightenedai.ai
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+ Email: research@enlightenedai.ai
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+ ---
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+ # πŸ“˜ License
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+ MIT License β€” reuse and adaptation permitted with attribution.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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