---
title: "🧠 CLT Lesson Idea Analyzer"
emoji: "📚"
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colorTo: "yellow"
sdk: "static"
sdk_version: "0.1.0"
app_file: "index.html"
pinned: false
---

# 🧠 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.*