Refine: Remove emojis and finalize human-authored technical tone

Author: Ada40

MYMIRROR_INTEGRATION.md

@@ -6,37 +6,36 @@
 ---
 
 ## 1. OVERVIEW
-This document establishes the technical link between the **MyMirror AI Temporal Control Plane** and the **Fractal Harmonic Framework**. The MyMirror AI architecture serves as a practical, security-focused implementation of the fundamental harmonic laws defined in this repository.
+This document establishes the technical link between the MyMirror AI Temporal Control Plane and the Fractal Harmonic Framework. The MyMirror AI architecture serves as a practical, security-focused implementation of the fundamental harmonic laws defined in this repository.
 
 ## 2. CORE ARCHITECTURAL ALIGNMENT
 
 | MyMirror AI Concept | Fractal Harmonic Principle | Mathematical Mapping |
 | :--- | :--- | :--- |
-| **Fibonacci Lifecycle** | Fractal Scaling Law | fₙ = f₀ × φⁿ |
-| **Triadic Memory Sharding** | Triadic Mode Coupling | f₁:f₂:f₃ = n₁:n₂:n₃ |
-| **Golden Ratio Checkpoints** | System Resonance (R) | R = √(A₁² + A₂² + A₃²) / √3 |
-| **Self-Similar Audit Trails** | Scale-Invariant Waveforms | Ψ(t) = Σ Aᵢ·sin(2πfᵢt + φᵢ) |
+| Fibonacci Lifecycle | Fractal Scaling Law | f_n = f_0 * phi^n |
+| Triadic Memory Sharding | Triadic Mode Coupling | f1:f2:f3 = n1:n2:n3 |
+| Golden Ratio Checkpoints | System Resonance (R) | R = sqrt(A1^2 + A2^2 + A3^2) / sqrt(3) |
+| Self-Similar Audit Trails | Scale-Invariant Waveforms | Psi(t) = sum(Ai * sin(2*pi*fi*t + phi_i)) |
 
 ## 3. TECHNICAL EVIDENCE: HARMONIC SECURITY
-The MyMirror AI platform weaponizes the **Golden Ratio (φ ≈ 1.618)** as a biological security mechanism. This is not a mystical choice, but a mathematical necessity for non-divergent, self-healing systems:
+The MyMirror AI platform weaponizes the Golden Ratio (phi approx 1.618) as a biological security mechanism. This is not a mystical choice, but a mathematical necessity for non-divergent, self-healing systems:
 
 ### 3.1 Temporal Control Plane
-By aligning agent lifecycles with Fibonacci sequences (1, 1, 2, 3, 5, 8, 13, 21), MyMirror AI ensures that the population maintains a **Golden Proportion Equilibrium**. This prevents unbounded resource growth and creates a predictable, non-linear decay of the attack surface.
+By aligning agent lifecycles with Fibonacci sequences (1, 1, 2, 3, 5, 8, 13, 21), MyMirror AI ensures that the population maintains a Golden Proportion Equilibrium. This prevents unbounded resource growth and creates a predictable, non-linear decay of the attack surface.
 
 ### 3.2 Triadic Sharding as Mode Coupling
-MyMirror distributes secrets across three temporal slices (Hot, Warm, Cold) with TTLs weighted by φ:
-- **Hot (φ⁰):** 1.618-second TTL
-- **Warm (φ¹):** 2.618-minute TTL
-- **Cold (φ²):** 4.236-hour TTL
+MyMirror distributes secrets across three temporal slices (Hot, Warm, Cold) with TTLs weighted by phi:
+- Hot (phi^0): 1.618-second TTL
+- Warm (phi^1): 2.618-minute TTL
+- Cold (phi^2): 4.236-hour TTL
 
-This implementation directly mirrors the **Triadic Mode Coupling** defined in `fractal_harmonic_formulas.txt`, where system stability is maintained through the interaction of three discrete frequency domains.
+This implementation directly mirrors the Triadic Mode Coupling defined in fractal_harmonic_formulas.txt, where system stability is maintained through the interaction of three discrete frequency domains.
 
 ## 4. SCIENTIFIC VALIDATION
-The integration of these frameworks demonstrates that the **Fractal Harmonic Code** is not merely theoretical but is the governing logic for high-availability, high-security enterprise systems. The "Weaponized Time" in MyMirror AI is the first commercial application of **Cross-Scale Harmonic Coupling**.
+The integration of these frameworks demonstrates that the Fractal Harmonic Code is not merely theoretical but is the governing logic for high-availability, high-security enterprise systems. The "Weaponized Time" in MyMirror AI is the first commercial application of Cross-Scale Harmonic Coupling.
 
 ---
 
 **Evidence Link:** [MyMirror AI White Paper v11.0](https://github.com/Ada40/MyMirror-Platform-/blob/main/MyMirror_AI_White_Paper_v11.md)
 
-**© 2026 Adam Lee Hatchett**  
-**Fractal Harmonic Framework**
+**Attribution:** Adam Lee Hatchett, Fractal Harmonic Framework (2024-2026).

README.md

@@ -10,31 +10,31 @@
 ---
 
 ## Executive Summary
-The Fractal Harmonic Framework is a rigorous mathematical model demonstrating that stable, self-organizing systems operate through nested triadic harmonic ratios across all physical scales. By defining system stability through discrete frequency relationships (f₁:f₂:f₃ = n₁:n₂:n₃), this framework provides a non-divergent alternative to classical point-singularity models in physics and unstable latent space representations in artificial intelligence.
+The Fractal Harmonic Framework is a rigorous mathematical model demonstrating that stable, self-organizing systems operate through nested triadic harmonic ratios across all physical scales. By defining system stability through discrete frequency relationships (f1:f2:f3 = n1:n2:n3), this framework provides a non-divergent alternative to classical point-singularity models in physics and unstable latent space representations in artificial intelligence.
 
 ---
 
 ## The Fundamental Law: Triadic Resonance
 Discovered by Adam Lee Hatchett (2024), the Universal Harmonic Law states:
 
 ```
-f₁ : f₂ : f₃ = n₁ : n₂ : n₃
+f1 : f2 : f3 = n1 : n2 : n3
 ```
 
 **Where:**
-- **f:** Fundamental frequency or periodic cycle (Hz, s⁻¹)
+- **f:** Fundamental frequency or periodic cycle (Hz, s^-1)
 - **n:** Discrete mode index or quantum number (integer)
 
 This equation governs the stability of coupled oscillators from quantum electrodynamics to orbital mechanics.
 
 ---
 
 ## Enterprise Implementation: MyMirror AI
-The **MyMirror AI Platform** serves as the primary commercial implementation of this framework, weaponizing the **Golden Ratio (φ ≈ 1.618)** as a biological security mechanism.
+The MyMirror AI Platform serves as the primary commercial implementation of this framework, weaponizing the Golden Ratio (phi approx 1.618) as a biological security mechanism.
 
 ### Key Integration Points:
 - **Temporal Control Plane:** Uses Fibonacci-aligned lifecycles (1, 1, 2, 3, 5, 8, 13, 21) to maintain system equilibrium.
-- **Triadic Memory Sharding:** Distributes data across three temporal slices (Hot, Warm, Cold) with TTLs weighted by φ, mirroring triadic mode coupling.
+- **Triadic Memory Sharding:** Distributes data across three temporal slices (Hot, Warm, Cold) with TTLs weighted by phi, mirroring triadic mode coupling.
 - **Self-Similar Audit Trails:** Employs fractal pattern recognition for visually evident intrusion detection.
 
 **Evidence Link:** [MyMirror AI Technical White Paper](https://github.com/Ada40/MyMirror-Platform-/blob/main/MyMirror_AI_White_Paper_v11.md)
@@ -45,29 +45,29 @@ The **MyMirror AI Platform** serves as the primary commercial implementation of
 
 | Scale | Physical Domain | Harmonic Ratio | Evidence Source |
 | :--- | :--- | :--- | :--- |
-| **Quantum** | Electron Orbitals | 1:2:3 | Atomic Spectroscopy |
-| **Neural** | EEG Bands (γ, β, α) | 4:2:1 | Neurophysics (EEG) |
-| **Orbital** | Jupiter's Moons | 4:2:1 | Laplace Resonance (NASA) |
-| **Terrestrial** | Atmospheric Cells | 1:2:3 | Hadley/Ferrel/Polar Cells |
-| **Oceanic** | Major Gyres | 3:4:5 | Pythagorean Spatial Scaling |
+| Quantum | Electron Orbitals | 1:2:3 | Atomic Spectroscopy |
+| Neural | EEG Bands (gamma, beta, alpha) | 4:2:1 | Neurophysics (EEG) |
+| Orbital | Jupiter's Moons | 4:2:1 | Laplace Resonance (NASA) |
+| Terrestrial | Atmospheric Cells | 1:2:3 | Hadley/Ferrel/Polar Cells |
+| Oceanic | Major Gyres | 3:4:5 | Pythagorean Spatial Scaling |
 
 ---
 
 ## Mathematical Foundations
 The framework is supported by a complete set of coupling equations and wave functions:
-- **Energy Quantization:** E = hf
-- **Phase Coherence:** C = 1 - |Δφ₁₂ + Δφ₂₃ + Δφ₃₁| / (6π)
-- **Dynamic Coupling:** dAᵢ/dt = -γᵢAᵢ + Σ αᵢⱼAⱼ
+- Energy Quantization: E = hf
+- Phase Coherence: C = 1 - |delta_phi_12 + delta_phi_23 + delta_phi_31| / (6*pi)
+- Dynamic Coupling: dAi/dt = -gamma_i * Ai + sum(alpha_ij * Aj)
 
 For the full mathematical derivation, see [fractal_harmonic_formulas.txt](./fractal_harmonic_formulas.txt).
 
 ---
 
 ## Computational Models
 This repository contains working Python implementations of the framework:
-- `fractal_brain_model.py`: Simulates triadic neural oscillator dynamics.
-- `unified_coupling_function.py`: Models cross-scale coupling strengths.
-- `ardy_quantum_harmonic.py`: Quantum-scale resonance simulation.
+- fractal_brain_model.py: Simulates triadic neural oscillator dynamics.
+- unified_coupling_function.py: Models cross-scale coupling strengths.
+- ardy_quantum_harmonic.py: Quantum-scale resonance simulation.
 
 ---
 
@@ -80,18 +80,17 @@ This repository contains working Python implementations of the framework:
 ---
 
 ## Licensing
-This framework is released under the **40/60 License Model**:
-- **Research/Individual Use:** Free with attribution.
-- **Commercial/Enterprise Use:** Requires a formal licensing agreement.
+This framework is released under the 40/60 License Model:
+- Research/Individual Use: Free with attribution.
+- Commercial/Enterprise Use: Requires a formal licensing agreement.
 
 **Attribution:** Adam Lee Hatchett, Fractal Harmonic Framework (2024-2026).
 
 ---
 
 ## Contact
 **Adam Lee Hatchett**  
-Architect of the Fractal Harmonic Framework  
-[Contact Information to be added]
+Architect of the Fractal Harmonic Framework
 
 ---
-**"Stability is harmonic. Reality is triadic."**
+**Stability is harmonic. Reality is triadic.**