Docs: Remove all emojis and reformat bold syntax repo-wide

Author: FractonicMind

CHANGELOG.md

@@ -7,107 +7,107 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [1.0.0] - 2025-08-04
 
-### 🎉 Initial Release
+###  Initial Release
 
 **Major Components:**
 
-#### ✅ **Core Framework**
-- **Ternary Logic Engine**: Complete +1/0/-1 decision system implementation
-- **Epistemic Hold Technology**: Intelligent uncertainty management for economic decisions
-- **Economic Domain Adaptation**: Specialized for financial markets, monetary policy, and business decisions
-- **Python Library**: Production-ready `src/goukassian/core.py` implementation
-
-#### ✅ **Interactive Demonstration**
-- **TL-App**: Complete web-based interactive demo (`/demos/TL-App/`)
-- **Real-time Analysis**: Experience Epistemic Hold reasoning with economic scenarios
-- **Ukrainian Flag Badge**: Tribute to Ukraine with blue and yellow styling
-- **Performance Metrics**: Display of proven backtesting results (35% error reduction, 40% Sharpe improvement)
-
-#### ✅ **Comprehensive Testing**
-- **Scenario Database**: 25+ professional economic scenarios across 8 domains (`/research/datasets/`)
-- **Validation Framework**: Systematic testing approach with performance targets
-- **Algorithm Rebalancing**: Realistic decision variety (+1/0/-1 distribution)
-
-#### ✅ **Documentation Suite**
-- **README.md**: Complete framework overview with proven results
-- **LICENSE**: MIT + Ethical Use Requirements adapted for economic applications
-- **API Documentation**: Technical implementation guides
-- **Examples**: Real-world usage scenarios across multiple economic domains
-
-#### ✅ **Academic Foundation**
-- **Research Paper**: "Ternary Logic: Implementing Epistemic Hesitation in Economic Systems"
-- **Citation Guidelines**: Proper attribution framework for academic use
-- **Reproducible Research**: Complete methodology and validation data
-
-#### ✅ **Memorial Preservation**
-- **Lev Goukassian Legacy**: Memorial fund framework and succession planning
-- **Attribution Requirements**: Ensuring creator recognition in all derivative works
-- **Community Guidelines**: Ethical use and contribution standards
-
-### 📊 **Proven Performance Metrics**
-- **35% Reduction** in forecasting errors (Financial Trading domain)
-- **40% Improvement** in Sharpe Ratio (Risk-adjusted returns)
-- **19% Volatility Reduction** (Monetary Policy applications)
-- **23% Epistemic Hold Rate** (Optimal uncertainty management)
-
-### 🛡️ **Protection Architecture**
-- **Misuse Prevention**: Active safeguards against market manipulation
-- **Institutional Access**: Controls for authorized financial institutions
-- **Ethical Enforcement**: Community-based accountability systems
-
-### 🎯 **Domain Coverage**
-- **Financial Trading**: High-frequency decision support
-- **Monetary Policy**: Central bank decision assistance
-- **Supply Chain Management**: Operational risk-return optimization
-- **Investment Banking**: High-stakes transaction guidance
-- **Corporate Finance**: Strategic capital allocation support
-- **Risk Management**: Intelligent hedging and protection strategies
-- **Real Estate Investment**: Long-term capital deployment decisions
-- **International Finance**: Cross-border complexity management
-
-### 🔗 **Integration Ready**
-- **API Framework**: RESTful integration capabilities
-- **Package Management**: pip-installable Python library
-- **Web Components**: Embeddable decision widgets
-- **Educational Tools**: Conference and training materials
-
-### 📱 **User Experience**
-- **Interactive Demo**: Immediate hands-on experience
-- **Mobile Responsive**: Works across all devices
-- **Real-time Processing**: Instant decision analysis
-- **Educational Interface**: Clear explanations of reasoning process
+####  **Core Framework**
+- __Ternary Logic Engine__ Complete +1/0/-1 decision system implementation
+- __Epistemic Hold Technology__ Intelligent uncertainty management for economic decisions
+- __Economic Domain Adaptation__ Specialized for financial markets, monetary policy, and business decisions
+- __Python Library__ Production-ready `src/goukassian/core.py` implementation
+
+####  **Interactive Demonstration**
+- __TL-App__ Complete web-based interactive demo (`/demos/TL-App/`)
+- __Real-time Analysis__ Experience Epistemic Hold reasoning with economic scenarios
+- __Ukrainian Flag Badge__ Tribute to Ukraine with blue and yellow styling
+- __Performance Metrics__ Display of proven backtesting results (35% error reduction, 40% Sharpe improvement)
+
+####  **Comprehensive Testing**
+- __Scenario Database__ 25+ professional economic scenarios across 8 domains (`/research/datasets/`)
+- __Validation Framework__ Systematic testing approach with performance targets
+- __Algorithm Rebalancing__ Realistic decision variety (+1/0/-1 distribution)
+
+####  **Documentation Suite**
+- __README.md__ Complete framework overview with proven results
+- __LICENSE__ MIT + Ethical Use Requirements adapted for economic applications
+- __API Documentation__ Technical implementation guides
+- __Examples__ Real-world usage scenarios across multiple economic domains
+
+####  **Academic Foundation**
+- __Research Paper__ "Ternary Logic: Implementing Epistemic Hesitation in Economic Systems"
+- __Citation Guidelines__ Proper attribution framework for academic use
+- __Reproducible Research__ Complete methodology and validation data
+
+####  **Memorial Preservation**
+- __Lev Goukassian Legacy__ Memorial fund framework and succession planning
+- __Attribution Requirements__ Ensuring creator recognition in all derivative works
+- __Community Guidelines__ Ethical use and contribution standards
+
+###  **Proven Performance Metrics**
+- __35% Reduction__ in forecasting errors (Financial Trading domain)
+- __40% Improvement__ in Sharpe Ratio (Risk-adjusted returns)
+- __19% Volatility Reduction__ (Monetary Policy applications)
+- __23% Epistemic Hold Rate__ (Optimal uncertainty management)
+
+###  **Protection Architecture**
+- __Misuse Prevention__ Active safeguards against market manipulation
+- __Institutional Access__ Controls for authorized financial institutions
+- __Ethical Enforcement__ Community-based accountability systems
+
+###  **Domain Coverage**
+- __Financial Trading__ High-frequency decision support
+- __Monetary Policy__ Central bank decision assistance
+- __Supply Chain Management__ Operational risk-return optimization
+- __Investment Banking__ High-stakes transaction guidance
+- __Corporate Finance__ Strategic capital allocation support
+- __Risk Management__ Intelligent hedging and protection strategies
+- __Real Estate Investment__ Long-term capital deployment decisions
+- __International Finance__ Cross-border complexity management
+
+###  **Integration Ready**
+- __API Framework__ RESTful integration capabilities
+- __Package Management__ pip-installable Python library
+- __Web Components__ Embeddable decision widgets
+- __Educational Tools__ Conference and training materials
+
+###  **User Experience**
+- __Interactive Demo__ Immediate hands-on experience
+- __Mobile Responsive__ Works across all devices
+- __Real-time Processing__ Instant decision analysis
+- __Educational Interface__ Clear explanations of reasoning process
 
 ---
 
 ## Version History
 
 ### Pre-Release Development
-- **2024-2025**: Framework conceptualization and initial development
-- **Economic Domain Adaptation**: Transition from AI ethics to economic decision-making
-- **Academic Research**: Theoretical foundation and empirical validation
-- **Community Building**: Establishment of contributor guidelines and governance
+- __2024-2025__ Framework conceptualization and initial development
+- __Economic Domain Adaptation__ Transition from AI ethics to economic decision-making
+- __Academic Research__ Theoretical foundation and empirical validation
+- __Community Building__ Establishment of contributor guidelines and governance
 
 ---
 
 ## Future Roadmap
 
 ### Version 1.1.0 (Planned)
-- **Enhanced Algorithms**: Machine learning integration for improved accuracy
-- **Real-time Data**: Live market data integration capabilities
-- **Advanced Visualization**: Interactive decision trees and confidence metrics
-- **Multi-language Support**: International deployment capabilities
+- __Enhanced Algorithms__ Machine learning integration for improved accuracy
+- __Real-time Data__ Live market data integration capabilities
+- __Advanced Visualization__ Interactive decision trees and confidence metrics
+- __Multi-language Support__ International deployment capabilities
 
 ### Version 1.2.0 (Planned)
-- **Mobile Apps**: Native iOS and Android applications
-- **API Expansion**: RESTful services for third-party integration
-- **Cloud Deployment**: Scalable SaaS offering for enterprises
-- **Advanced Analytics**: Historical performance tracking and optimization
+- __Mobile Apps__ Native iOS and Android applications
+- __API Expansion__ RESTful services for third-party integration
+- __Cloud Deployment__ Scalable SaaS offering for enterprises
+- __Advanced Analytics__ Historical performance tracking and optimization
 
 ### Version 2.0.0 (Vision)
-- **AI Integration**: Large language model enhanced reasoning
-- **Regulatory Compliance**: Built-in financial regulation adherence
-- **Institutional Deployment**: Enterprise-grade security and governance
-- **Global Expansion**: Multi-currency and cross-cultural adaptation
+- __AI Integration__ Large language model enhanced reasoning
+- __Regulatory Compliance__ Built-in financial regulation adherence
+- __Institutional Deployment__ Enterprise-grade security and governance
+- __Global Expansion__ Multi-currency and cross-cultural adaptation
 
 ---
 
@@ -122,8 +122,8 @@ This project is licensed under the MIT License with Ethical Use Requirements - s
 ## Contact
 
 **Current Contact**: Lev Goukassian  
-- **Email**: leogouk@gmail.com  
-- **ORCID**: [0009-0006-5966-1243](https://orcid.org/0009-0006-5966-1243)
+- __Email__ leogouk@gmail.com  
+- __ORCID__ [0009-0006-5966-1243](https://orcid.org/0009-0006-5966-1243)
 
 **Successor Contact**: support@tl-goukassian.org  
 (see [Succession Charter](/memorial/SUCCESSION_CHARTER.md))