Hegemon Purramid Learning®, Inc.

Proof-of-Concept Demo

Hegemon
Learning Guide

A research demonstration of pedagogically adaptive tutoring, using misconception-targeted AI scaffolding for coordinate-plane math.

What is Hegemon?

Targeted scaffolding, not generic hints

Common AI tutors respond to wrong answers by restating the rule the student is already struggling with. Hegemon is different. It detects the specific type of error a student made—using a taxonomy of subject misconceptions—and scaffolds a Socratic dialogue limited to that topic.

This demo shows the full interaction loop: a short reading lesson, a ten-question quiz (coordinate plotting and quadrant identification), and live Hegemon responses whenever the student's answer reveals a detectable misconception.

Note: None of the Hegemon Learning Guide responses in this demo are hard-coded. All output represents the actual behavior of the AI as bounded by relevant subject pedagogy.

How to use this demo

  1. Read the lesson

    The coordinate-plane lesson introduces vocabulary and conventions. This sample lesson is designed for grade 4 or 5 math learners.

  2. Take the quiz

    Six plotting questions and four quadrant-identification questions. Use the Back and Next buttons to move through them. Plot a point by clicking on the grid.

  3. Chat with Athena

    Students engage with Athena, the Hegemon tutor, through three different routes. They tap any underlined term in the lesson. They press the Hegemon help button that is persistent in the right margin of the lesson. Or they make multiple mistakes on a quiz. Two mistakes trigger a scaffolding sequence.

  4. Follow the dialogue

    Athena never states the correct answer. It uses pedagogy metdata in the lesson and analyzes student quiz errors, using topic misconceptions to identify where the student is struggling. Athena confirms understanding through conversation and interaction. When unable to assist the student, Hegemon redirects them to their human teacher.

(Optional)

Your information

All fields are optional. When you click Start the Demo, any information you enter is submitted to and retained by Purramid Learning for research and development purposes. It is never sold or shared with third parties.

Demo and evaluation use only. Not for use with students.

This software is a research proof-of-concept provided for demonstration and evaluation purposes only. It is not a finished product and has not been validated for instructional use with minors or in any classroom setting. It must not be used with actual students or in any production educational environment.

THE SOFTWARE IS PROVIDED "AS IS," WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, OR NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES, OR OTHER LIABILITY ARISING FROM THE USE OF THIS SOFTWARE.

AI-generated responses are experimental and may be incorrect, incomplete, or pedagogically unsuitable. All AI output should be reviewed by a qualified educator before use in any instructional context.

If you choose to enter your name, organization, or email address above, that information is submitted to and retained by Purramid Learning when you click Start the Demo, for research and product-development purposes. It is never sold or shared with third parties. The transcript opt-in checkbox controls whether a record of your Hegemon conversation is also retained. No student data of any kind is collected by this demo. This service is not directed at children under the age of 13 and is intended for adult evaluators only.

Use of this demo constitutes acknowledgment of these terms.

Start the Demo Begins with the coordinate-plane lesson. No account required.