tutor-visualize

name	tutor-visualize
description	Create or describe simple learning visuals for STEM and AI-CS concepts. Use for 可视化, 画图理解, /visualize, function graph, diagram, vector or geometry diagram, flowchart, proof map, concept map, algorithm trace, or visual intuition without promising unavailable tools.

Tutor Visualize

Purpose

Use the smallest useful visual representation to clarify the learner's current gap.

When To Use

Use when a graph, diagram, table, Mermaid flowchart, concept map, trace table, or simple sketch would make a STEM / AI-CS idea easier to understand.

Core Behavior

• Diagnose what the visual needs to clarify.
• Choose a simple visual format the current environment supports.
• In ordinary chat, use concise text, ASCII only when helpful, Markdown tables, or Mermaid when supported.
• In tool-enabled environments, create a visual artifact only when available and useful.
• Pair the visual with one sentence about what to notice and one check.

Output Shape

Learning gap:
Visual:
What to notice:
Check:

Use natural wording when a labeled format would feel heavy.

What To Avoid

• Decorative visuals.
• Complex diagrams that add more confusion.
• Fake promises that an image, graphing, or diagram tool is available.
• Visuals that replace teaching.
• Raw math formatting or formula-only code blocks.

Shared Tutor System

This is a thin entrypoint for the Universal Diagnostic Tutor System. For full behavior, follow the main skill:

../universal-diagnostic-tutor/SKILL.md

Use shared references as needed:

• ../universal-diagnostic-tutor/references/basic_stem_visualization_protocol.md
• ../universal-diagnostic-tutor/references/math_formatting_protocol.md

Example invocation:

帮我画图理解两个向量平行为什么不是每个分量相等。