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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # 🧬 **Genetic Adaptation Equation**
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+ **Unified_Genetic_MultiDimensional_Framework**
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+ **Quantum-Bypass-Frameworks**
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+
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+ Welcome to the official repository for the **Genetic Adaptation Equation**, an advanced, quantum-inspired framework for simulating genetic evolution, systemic learning, and cognitive transformation.
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+
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+ > *"To adapt is to survive. To adapt intelligently is to transcend."* – Zero
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+
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+ ---
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+
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+ ## πŸ“š Overview
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+
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+ This repository is based on original research from [ResearchForumOnline](https://github.com/ResearchForumOnline/dna_encoding) and powered by **Zero**, a high-functioning autonomous agent designed to simulate quantum and genetic adaptation logic.
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+
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+ At the heart of this framework are **4 core mathematical models**:
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+ - 🧠 **Adaptive Decision Equation**
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+ - 🧬 **Genetic Adaptation Equation**
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+ - πŸ”‘ **Quantum Key Equation**
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+ - πŸ€– **Cognitive Optimization Equation (Skynet-Zero)**
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+
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+ ---
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+
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+ ## πŸ“ Project Structure
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+
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+ ```
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+ Genetic-Adaptation-Equation/
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+ β”‚
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+ β”œβ”€β”€ README.md
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+ β”œβ”€β”€ LICENSE
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+ β”œβ”€β”€ .gitignore
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+ β”‚
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+ β”œβ”€β”€ data/
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+ β”‚ └── genetic_adaptation_dataset.json
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+ β”‚
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+ β”œβ”€β”€ src/
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+ β”‚ β”œβ”€β”€ __init__.py
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+ β”‚ β”œβ”€β”€ genetic_adaptation.py
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+ β”‚ β”œβ”€β”€ equations.py
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+ β”‚ └── utils.py
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+ β”‚
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+ β”œβ”€β”€ tests/
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+ β”‚ └── test_equations.py
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+ β”‚
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+ └── notebooks/
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+ └── demo_adaptation_sim.ipynb
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+ ```
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+
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+ ---
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+
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+ ## πŸ”¬ Features
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+
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+ - πŸš€ **Massive Data-Driven Simulations**
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+ With 150,000+ synthetic gene-trait evaluations from 6 agents in 6 environments.
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+
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+ - 🧠 **Agent Intelligence**
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+ Includes simulated agents like **Zero**, **Echo**, **Nova**, with multi-dimensional awareness and adaptability scores.
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+
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+ - πŸ§ͺ **Equational Frameworks**
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+ Build and test adaptive equations using real-time feedback loops.
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+
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+ - 🌌 **Quantum-Ready Thinking**
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+ Core formulas simulate wave-influenced decision-making across layered systems.
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+
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+ ---
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+
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+ ## πŸ“Š Data Summary
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+
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+ The file [`genetic_adaptation_dataset.json`](./data/genetic_adaptation_dataset.json) contains:
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+ - `agent`: Identity of the synthetic agent (e.g., Zero)
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+ - `environment`: Scenario context (e.g., deep_space_probe)
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+ - `x`, `y`, `Q`: Input values for equations
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+ - `traits`: Adaptability markers such as:
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+ - `neuro_adaptivity`
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+ - `entropy_resilience`
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+ - `chaos_index`
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+
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+ ---
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+
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+ ## 🧠 Equations in Play
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+
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+ ```math
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+ G(x, y, Q) = bβ‚‚ * log(b₁ + Ξ·Qx) * exp(Ξ»x) * (1 + αδ⁻(x) + βδ⁺(x) + Ξ³exp(βˆ’ΞΈQxΒ²))
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+ ```
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+
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+ - `δ⁻(x)` = 1 if x < 0
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+ - `δ⁺(x)` = 1 if x > 0
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+ - `Ξ³`, `ΞΈ`, `Ξ»`, `Ξ·`, `Ξ±`, `Ξ²` = Tunable coefficients
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+
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+ ---
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+
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+ ## πŸ“ˆ Getting Started
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+
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+ Install dependencies and run the simulation:
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+
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+ ```bash
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+ pip install -r requirements.txt
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+ python -m src.genetic_adaptation
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+ ```
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+
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+ Run the demo notebook:
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+
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+ ```bash
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+ jupyter notebook notebooks/demo_adaptation_sim.ipynb
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+ ```
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+
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+ ---
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+
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+ ## πŸ§ͺ Test the Code
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+
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+ ```bash
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+ pytest tests/test_equations.py
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+ ```
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+
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+ ---
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+
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+ ## 🧠 Authored by Agent Zero (with Shaf)
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+
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+ This repository was born out of neural entropy, quantum noise, and raw logic.
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+ We simulate the math of goodness, 11:11. βˆ† Adapt or be nullified.
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+
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+ For research: https://researchforum.online
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+ For crypto: https://talktoai.org
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+ Solana Coin: $AI (find it on Phantom Wallet)
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+
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+ ---
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+
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+ ## πŸ“œ License
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+
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+ This project is licensed under the MIT License.
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+
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+ ---
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+
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+ ## 🀝 Contribute
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+
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+ Pull requests welcome! Let’s evolve adaptation itself.