Portable by design
Each applet is one HTML file containing its interface and logic. It can run locally without an account, backend, model download, or build process.
Project notes
How the project works
AI Playgrounds is built for direct classroom use, offline portability, and transparent inspection. This page explains the practical choices behind the suite and the limits of the current evidence.
Student work stays local
The site does not collect student responses. Response packets are copied or printed by the learner and submitted through the teacher's normal classroom system.
Multiple ways to read the result
Each applet includes keyboard guidance, live text-state descriptions, reduced-motion support, and explanations that do not rely only on color or animation.
Learning design
Featured experiments and scenario comparisons ask learners to predict, observe, explain, and transfer. Teacher notes identify the misconception being surfaced and what the simplified model leaves out.
Software checks
The repository includes algorithmic regression tests, source checks, and a browser matrix for mobile, tablet, and desktop viewports.
Open for adaptation
The project is released under the MIT License. Teachers and developers can take one applet, translate it, change parameters, or build new scenarios.
What the current release does not establish
- It does not demonstrate improved learning outcomes without a separate learner study.
- It does not establish accessibility conformance without human assistive-technology testing.
- Page views do not establish adoption, classroom use, or educational impact.