Ryan Robson commited on
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5812795
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Add RobWorks Software branding and EdTech focus

Browse files

- Updated README with company mission and EdTech focus
- Added comprehensive company overview (COMPANY.md)
- Created AI initiatives documentation for educational AI projects
- Aligned repository structure with LessonCraft, QuizCraft, SimCraft products
- Emphasized privacy-first, compliance-integrated approach
- Added K-12 specific development guidelines

Files changed (4) hide show
  1. COMPANY.md +71 -0
  2. README.md +63 -22
  3. applications/README.md +28 -5
  4. docs/AI_INITIATIVES.md +127 -0
COMPANY.md ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # RobWorks Software
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+
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+ ## Company Overview
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+
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+ RobWorks Software is an innovative EdTech company dedicated to transforming education through technology. We develop impactful tools for K-12 learning and corporate training environments, with a focus on empowering educators and creating better learning experiences.
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+
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+ ## Mission Statement
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+
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+ > "Give people better tools, and they'll create better futures"
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+
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+ We believe in transforming education by putting powerful, privacy-first technology in the hands of educators and learners.
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+
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+ ## Core Values
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+
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+ - **Privacy-First**: All our solutions prioritize user privacy and data protection
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+ - **Educator Empowerment**: Teachers own and control their content
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+ - **Compliance-Integrated**: Built-in COPPA, FERPA, and GDPR compliance
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+ - **User-Centric Design**: Tools designed by educators, for educators
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+ - **Modular Architecture**: Flexible, adaptable solutions that grow with needs
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+
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+ ## Product Portfolio
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+
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+ ### LessonCraft
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+ Comprehensive educator platform for creating, managing, and sharing lesson plans. Features AI-assisted content creation and collaborative tools for educational teams.
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+
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+ ### QuizCraft
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+ Interactive assessment generation tool that helps educators create engaging quizzes, tests, and formative assessments with intelligent question generation capabilities.
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+
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+ ### SimCraft
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+ Programming and coding education environment designed to make learning to code accessible and engaging for K-12 students.
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+
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+ ## Technology Philosophy
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+
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+ - **Cloud-Agnostic**: Deploy anywhere, depend on nothing
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+ - **Open Standards**: Support for LTI, SCORM, and xAPI
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+ - **AI-Enhanced**: Intelligent assistance without replacing human creativity
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+ - **Accessibility**: WCAG 2.1 AA compliant interfaces
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+
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+ ## Future Vision
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+
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+ ### 2025 Roadmap
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+ - Q1: Enhanced AI content generation for lesson plans
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+ - Q2: Adaptive learning algorithms for personalized education
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+ - Q3: Expanded LMS integrations (Canvas, Blackboard, Moodle)
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+ - Q4: Full AI-assisted curriculum planning suite
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+
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+ ### Long-term Goals
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+ - Democratize access to quality educational tools
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+ - Enable educators to monetize their expertise
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+ - Build sustainable, privacy-respecting EdTech ecosystem
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+ - Bridge the gap between K-12 and higher education technology
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+
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+ ## Contact Information
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+
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+ **Headquarters**: United States
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+ **Website**: [https://robworks.info](https://robworks.info)
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+ **Email**: ryan@robworks.info
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+ **CEO/Founder**: Ryan Robson
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+
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+ ## Partnership Opportunities
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+
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+ We welcome collaborations with:
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+ - K-12 school districts
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+ - Educational content creators
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+ - EdTech integration partners
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+ - Privacy-focused technology providers
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+ - Open-source education initiatives
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+
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+ ---
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+
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+ *Transforming Education Through Technology*
README.md CHANGED
@@ -1,6 +1,6 @@
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  ---
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- title: AI Applications Hub
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- emoji: 🤖
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  colorFrom: blue
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  colorTo: purple
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  sdk: docker
@@ -8,19 +8,26 @@ pinned: false
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  license: mit
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  ---
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- # AI Applications Hub
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- A repository for developing and showcasing AI-powered applications and experiments.
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  ## Overview
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- This repository serves as a central hub for AI application development, featuring:
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- - 🤖 Machine Learning models and experiments
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- - 🔬 AI research prototypes
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- - 📊 Data science projects
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- - 🛠️ AI tooling and utilities
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- - 🚀 Production-ready AI applications
 
 
 
 
 
 
 
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  ## Getting Started
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@@ -38,26 +45,60 @@ cd README
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  pip install -r requirements.txt
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  ```
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  ## Project Structure
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  ```
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- ├── applications/ # Production AI applications
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- ├── experiments/ # Research and prototyping
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- ├── models/ # Trained models and checkpoints
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- ├── datasets/ # Data processing and datasets
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- ├── notebooks/ # Jupyter notebooks for exploration
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- ├── utils/ # Shared utilities and tools
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- └── docs/ # Documentation and guides
 
 
 
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  ```
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  ## Contributing
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- 1. Fork the repository
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- 2. Create a feature branch
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- 3. Make your changes
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- 4. Add tests if applicable
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- 5. Submit a pull request
 
 
 
 
 
 
 
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  ## License
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  This project is licensed under the MIT License - see the LICENSE file for details.
 
 
 
 
 
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  ---
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+ title: RobWorks Software - AI Innovation Lab
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+ emoji: 🎓
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  colorFrom: blue
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  colorTo: purple
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  sdk: docker
 
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  license: mit
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  ---
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+ # RobWorks Software - AI Innovation Lab
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+ **Transforming Education Through Technology** - A repository for developing AI-powered educational applications and learning experiences.
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  ## Overview
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+ RobWorks Software is dedicated to empowering educators and learners with innovative EdTech solutions. This AI Innovation Lab showcases our commitment to building the future of education through intelligent technology.
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+ ### Our Mission
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+ > "Give people better tools, and they'll create better futures"
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+
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+ We're transforming K-12 education and corporate training through privacy-first, compliance-integrated platforms that put educators in control.
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+
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+ ### Core Focus Areas
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+
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+ - 🎓 **Educational Technology (EdTech)** - Interactive learning platforms for K-12
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+ - 🤖 **AI-Assisted Content Creation** - Intelligent lesson planning and assessment generation
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+ - 📚 **Adaptive Learning** - Personalized educational experiences powered by ML
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+ - 🔒 **Privacy-First Design** - COPPA, FERPA, and GDPR compliant solutions
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+ - 🚀 **Cloud-Agnostic Architecture** - Modular, scalable educational applications
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  ## Getting Started
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  pip install -r requirements.txt
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  ```
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+ ## Current Projects & Roadmap
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+
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+ ### Active Development
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+ - **LessonCraft** - Comprehensive educator platform for lesson planning
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+ - **QuizCraft** - Interactive assessment and quiz generation tool
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+ - **SimCraft** - Programming education environment
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+
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+ ### AI/ML Initiatives (2025)
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+ - AI-assisted lesson creation tools (Q4 2025)
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+ - Intelligent question generation systems
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+ - Adaptive learning algorithms
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+ - Educational content recommendation engines
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+
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  ## Project Structure
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63
  ```
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+ ├── applications/ # Production EdTech applications
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+ ├── lessoncraft/ # Lesson planning platform
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+ ├── quizcraft/ # Assessment generation
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+ │ └── simcraft/ # Coding education tools
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+ ├── experiments/ # EdTech research & prototyping
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+ ├── models/ # Educational ML models
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+ ├── datasets/ # Educational datasets & benchmarks
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+ ├── notebooks/ # Research & analysis notebooks
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+ ├── utils/ # Shared EdTech utilities
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+ └── docs/ # API documentation & guides
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  ```
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+ ## Technology Stack
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+
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+ - **AI/ML Frameworks**: PyTorch, Transformers, scikit-learn
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+ - **Educational Standards**: COPPA, FERPA, GDPR compliant
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+ - **Architecture**: Modular, cloud-agnostic design
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+ - **Focus**: Privacy-first, user-centric development
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+
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  ## Contributing
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+ We welcome contributions that align with our mission of transforming education through technology. Please ensure:
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+
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+ 1. Code follows educational best practices
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+ 2. Privacy and compliance standards are maintained
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+ 3. Documentation includes educational use cases
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+ 4. Tests cover K-12 safety requirements
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+
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+ ## Contact
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+
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+ - **Website**: [robworks.info](https://robworks.info)
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+ - **Email**: ryan@robworks.info
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+ - **CEO/Founder**: Ryan Robson
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98
  ## License
99
 
100
  This project is licensed under the MIT License - see the LICENSE file for details.
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+
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+ ---
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+
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+ *RobWorks Software - Empowering educators and learners with innovative EdTech solutions*
applications/README.md CHANGED
@@ -1,11 +1,34 @@
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- # Applications
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- Production-ready AI applications and deployments.
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- ## Structure
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- Each application should have its own directory with:
 
 
 
 
 
 
 
 
 
 
 
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  - `app.py` - Main application entry point
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  - `requirements.txt` - Application-specific dependencies
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  - `Dockerfile` - Container configuration
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- - `README.md` - Application documentation
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # RobWorks Software Applications
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+ Production-ready EdTech applications powered by AI/ML.
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+ ## Current Applications
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+ ### LessonCraft
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+ AI-enhanced lesson planning platform for K-12 educators.
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+
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+ ### QuizCraft
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+ Intelligent assessment generation with adaptive questioning.
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+
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+ ### SimCraft
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+ Interactive coding education environment for students.
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+
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+ ## Application Structure
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+
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+ Each application follows our standard architecture:
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  - `app.py` - Main application entry point
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  - `requirements.txt` - Application-specific dependencies
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  - `Dockerfile` - Container configuration
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+ - `config/` - Compliance and privacy settings
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+ - `models/` - AI/ML model implementations
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+ - `api/` - LTI/SCORM integration endpoints
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+ - `tests/` - Comprehensive test suites
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+ - `README.md` - Application documentation
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+
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+ ## Development Guidelines
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+
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+ 1. **Privacy First**: All student data must be encrypted
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+ 2. **Compliance**: COPPA/FERPA checks required
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+ 3. **Accessibility**: WCAG 2.1 AA minimum
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+ 4. **Testing**: 80% code coverage minimum
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+ 5. **Documentation**: API docs required for all endpoints
docs/AI_INITIATIVES.md ADDED
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+ # RobWorks Software AI/ML Initiatives
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+
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+ ## Overview
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+
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+ Our AI initiatives focus on enhancing educational experiences while maintaining privacy, safety, and educator control. We believe AI should augment, not replace, human creativity in education.
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+
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+ ## Core AI Principles
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+
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+ 1. **Educator-First**: AI assists but never replaces teacher expertise
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+ 2. **Transparency**: Clear explanations of AI decisions and recommendations
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+ 3. **Privacy**: No student data used for model training without explicit consent
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+ 4. **Safety**: Age-appropriate content generation with built-in safeguards
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+ 5. **Fairness**: Bias detection and mitigation in all AI systems
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+
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+ ## Current AI Projects
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+
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+ ### Intelligent Lesson Planning
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+ - **Status**: In Development
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+ - **Launch**: Q4 2025
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+ - **Features**:
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+ - Curriculum-aligned content suggestions
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+ - Automatic learning objective generation
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+ - Cross-curricular connection identification
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+ - Resource recommendation engine
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+
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+ ### Adaptive Assessment Generation
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+ - **Status**: Research Phase
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+ - **Launch**: 2026
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+ - **Features**:
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+ - Difficulty-calibrated question generation
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+ - Multiple question format support
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+ - Automatic rubric creation
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+ - Performance-based adaptation
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+
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+ ### Student Progress Analytics
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+ - **Status**: Planning
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+ - **Launch**: 2026
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+ - **Features**:
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+ - Learning pattern identification
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+ - Early intervention alerts
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+ - Personalized learning pathways
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+ - Growth trajectory prediction
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+
44
+ ## Technical Stack
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+
46
+ ### Frameworks & Libraries
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+ - **PyTorch**: Deep learning framework
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+ - **Transformers**: NLP model implementations
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+ - **scikit-learn**: Classical ML algorithms
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+ - **LangChain**: LLM application development
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+ - **FAISS**: Vector similarity search
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+
53
+ ### Model Architecture
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+ - **Base Models**: Fine-tuned educational LLMs
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+ - **Specialized Models**:
56
+ - Content appropriateness classifier
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+ - Curriculum alignment matcher
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+ - Question difficulty estimator
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+ - Learning style identifier
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+
61
+ ### Infrastructure
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+ - **Compute**: Cloud-agnostic GPU clusters
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+ - **Storage**: Encrypted vector databases
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+ - **Monitoring**: Real-time bias detection
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+ - **Deployment**: Containerized microservices
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+
67
+ ## Research Areas
68
+
69
+ ### Active Research
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+ 1. **Explainable AI for Education**: Making AI decisions transparent to educators
71
+ 2. **Bias Mitigation**: Ensuring fair outcomes across all student demographics
72
+ 3. **Multimodal Learning**: Combining text, visual, and audio learning materials
73
+ 4. **Knowledge Graphs**: Building educational concept relationships
74
+
75
+ ### Future Exploration
76
+ - Conversational tutoring systems
77
+ - Automated essay feedback
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+ - Real-time classroom assistance
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+ - Collaborative AI for group learning
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+
81
+ ## Safety & Compliance
82
+
83
+ ### Data Protection
84
+ - COPPA compliant data handling
85
+ - FERPA aligned access controls
86
+ - GDPR privacy by design
87
+ - Zero student PII in training data
88
+
89
+ ### Content Safety
90
+ - Age-appropriate content filters
91
+ - Harmful content detection
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+ - Cultural sensitivity checks
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+ - Academic integrity monitoring
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+
95
+ ## Collaboration Opportunities
96
+
97
+ We're seeking partners for:
98
+ - Educational dataset curation
99
+ - Classroom pilot programs
100
+ - Academic research collaborations
101
+ - Open-source AI safety tools
102
+
103
+ ## Metrics & Success Criteria
104
+
105
+ ### Primary Metrics
106
+ - Teacher time saved per week
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+ - Student engagement increase
108
+ - Learning outcome improvements
109
+ - Accessibility score improvements
110
+
111
+ ### Secondary Metrics
112
+ - Content generation accuracy
113
+ - Bias detection rate
114
+ - System response time
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+ - User satisfaction scores
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+
117
+ ## Open Source Contributions
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+
119
+ We're committed to giving back:
120
+ - Educational AI benchmarks
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+ - Bias detection tools
122
+ - Content safety filters
123
+ - Curriculum alignment models
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+
125
+ ---
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+
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+ *Building the future of educational AI, responsibly*