Hugging Face's logo

Spaces:
Hma47
/
Cognitive-Load
Running

App Files Community
Cognitive-Load / README.md
Hma47's picture
Hma47
Upload 4 files
05d6b4f verified
preview code
|
raw
history blame contribute delete
3.45 kB
metadata 
title: 🧠 CLT Lesson Idea Analyzer
emoji: 📚
colorFrom: blue
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.

🚀 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.

🛠 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.

👩‍🏫 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.

👨‍🎓 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.

🔐 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.

📄 License

Licensed under the Apache License 2.0.

🧠 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

🙌 Contributing

Feedback, pull requests, and partnerships welcome!
For school pilots, custom integrations, or workshops: info@shiftmind.io

Bringing research-based lesson improvement to every teacher—one analysis at a time.