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| title: "🧠 CLT Lesson Idea Analyzer" | |
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| # 🧠 CLT Lesson Idea Analyzer | |
| **Developed by Shift Mind AI Labs** | |
| CLT Lesson Idea Analyzer is an open-source, privacy-first tool that helps educators, trainers, and instructional designers analyze and optimize lesson ideas using Cognitive Load Theory (CLT). The tool provides science-based feedback on intrinsic, extraneous, and germane cognitive loads, and actionable recommendations to improve lesson design—across 80+ languages. | |
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| ## 🚀 Features | |
| - **Evidence-Based CLT Analysis:** Evaluates lesson ideas for intrinsic, extraneous, and germane load, providing tailored, actionable feedback and improvement strategies. | |
| - **Multilingual Support:** Instantly translate the interface and feedback into 80+ languages with OpenAI-powered translation. | |
| - **Professional Recommendations:** Get detailed tips on lesson chunking, scaffolding, presentation design, engagement strategies, and real-world application. | |
| - **Reflective Prompts:** Receive reflective questions for continuous teacher growth and lesson improvement. | |
| - **Client-Side Privacy:** All processing, translations, and API keys remain local—never sent to Shift Mind AI Labs or any third party. | |
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| ## 🛠 How to Use | |
| 1. **Open the app** in your browser (no installation or login needed). | |
| 2. **Choose your language** and enter your OpenAI API key. | |
| 3. **Describe your lesson or activity idea** in detail (minimum ~50 characters). | |
| 4. **Submit** to receive a full CLT-based analysis, with strengths, improvement areas, and next steps—instantly in your chosen language. | |
| 5. **Review or copy the output** for lesson planning, PD, or reflection. | |
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| ## 👩🏫 For Educators: How It Supports You | |
| - **Lesson Optimization:** Instantly improve lesson clarity, reduce cognitive overload, and boost student learning. | |
| - **PD & Self-Reflection:** Use feedback for professional development, lesson study groups, or teacher collaboration. | |
| - **Multilingual & Inclusive:** Plan for multilingual or diverse classrooms; all feedback is available in 80+ languages. | |
| - **Portfolio Evidence:** Output is ready for digital portfolios, accreditation, or appraisals. | |
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| ## 👨🎓 For Students/Trainers: Benefits | |
| - **Active Learning:** Teachers apply research-based insights directly to classroom practice. | |
| - **Critical Thinking:** Encourages reflection on how instructional design impacts learning. | |
| - **Safe & Private:** No logins, accounts, or data collection—ideal for all settings. | |
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| ## 🔐 Data Privacy Notice | |
| - Your OpenAI API key and all analysis data are stored only in your browser. | |
| - No user data is transmitted to Shift Mind AI Labs, Hugging Face, or any third party. | |
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| ## 📄 License | |
| Licensed under the [Apache License 2.0](./LICENSE). | |
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| ## 🧠 About Shift Mind AI Labs | |
| Shift Mind AI Labs creates open-source, ethical AI tools for global education, teacher growth, and learning science. | |
| 🌐 https://www.shiftmind.io | |
| ✉️ info@shiftmind.io | |
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| ## 🙌 Contributing | |
| Feedback, pull requests, and partnerships welcome! | |
| For school pilots, custom integrations, or workshops: **info@shiftmind.io** | |
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| *Bringing research-based lesson improvement to every teacher—one analysis at a time.* | |