Intuitive graph guided question-answer for interactive education experiences

An intuitive optimized device for answering a question with graphical guided steps, comprising:

• a memory storing program instructions;
• and
• a processor coupled with the memory and configured to execute the program instructions to:
• set or adjust an Intuitive Level Metric (ILM);
• receive a question with multiple choice answers;
• generate a causal graph corresponding to the question;
• transform both the question and the causal graph into a concatenated text stream and embedding;
• input the embedded stream into an ILM-optimized machine learning module to generate an output text;
• process the output text stream to generate an answer and a list of pairs of text steps and drawing commands;
• process the list of pairs sequentially, first rendering the text step and then creating a drawing based on the command;
• and
• output the final answer choice.

An intuitive optimized system for answering a question with graphical guided steps, comprising:

• a terminal device configured to:
• set or adjust an Intuitive Level Metric (ILM);
• receive a question with multiple choice answers;
• send the request to a cloud server;
• receive a text stream from the cloud server;
• process the received text stream to generate an answer and a list of pairs of text steps and drawing commands;
• process the list of pairs sequentially, first rendering the text step and then creating a drawing based on the command;
• and
• output the final answer choice;
• wherein the cloud server is configured to:
• receive the question from the terminal device;
• generate a causal graph corresponding to the question;
• transform both the question and the causal graph into a concatenated text stream and embedding;
• input the embedded stream into an ILM-optimized machine learning module to generate an output text;
• and
• send the text stream to the terminal device.