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AI Discussion Routines

Discussion Points helps teachers generate AI-powered math discussion prompts directly from student work in an assignment.

Written by Stephanie

Magma Math helps teachers spark richer mathematical conversations by analyzing student work and generating ready-to-use discussion routines. Based on student solutions, Magma automatically creates discussion questions and highlights the most relevant student work to support meaningful classroom conversations.

What Are Discussion Routines?

Discussion Routines are AI-generated classroom conversations built from:

  • The assignment problem

  • Student solution strategies

  • Common misconceptions

  • Patterns in student responses

Each routine includes:

  • AI-generated discussion questions

  • Automatically pinned student solutions that best support the conversation

Teachers can use these routines to:

  • Facilitate whole-class discussions

  • Guide small-group conversations

  • Highlight mathematical reasoning

  • Address common misconceptions

Support lesson planning

Available Discussion Routines

When viewing a problem, teachers can choose from four discussion routines:

General Discussion

Generates broad discussion questions based on overall student thinking. Magma automatically pins student solutions that best match the generated discussion prompts.

Common Error

Highlights common misconceptions and mistakes made by students. Solutions containing the identified errors are automatically pinned to support discussion.

Good Calculations

Surfaces strong examples of mathematical thinking and well-executed solution strategies. Student work demonstrating effective reasoning is automatically pinned.

Same but Different

Identifies two students who reached the same correct answer using different approaches. This routine helps students compare multiple valid strategies for solving the same problem.

How to Use Discussion Routines

  1. Open an assignment.

  2. Open the Heatmap.

  3. Select a problem to open the Problem View.

  4. Choose one of the four discussion routines:

    • General Discussion

    • Common Error

    • Good Calculations

    • Same but Different

  5. Review the AI-generated discussion questions.

  6. Use the automatically pinned student solutions to guide your classroom discussion.

How Teachers Use Discussion Points

Teachers commonly use Discussion Routines to:

  • Launch mathematical discussions

  • Explore common misconceptions

  • Compare multiple solution strategies

  • Celebrate effective mathematical reasoning

  • Encourage students to explain and defend their thinking

  • Make classroom conversations more relevant by using authentic student work

Because the discussion questions and pinned solutions are generated directly from your students' responses, every conversation is grounded in your class's current understanding.

Important Notes

  • Discussion Routines are only visible to teachers.

  • Students cannot view the discussion questions or pinned solutions.

  • Student solutions are automatically selected based on the chosen discussion routine.

  • Discussion questions cannot currently be edited within Magma.

  • Teachers can copy discussion questions into lesson plans or presentation materials if desired.

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