MAAITIHER
Dr. Stefan Hackstein
Multi-Agent AI Tutoring Infrastructure for Higher Education Research
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What makes a good conversation?
bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla bla
Instead of open & unstructured ...
Tasks
Task 1
Questions
Question 1
Info
Info 1
Structured Overview
Tasks
Task 1
Questions
Question 1
Info
Info 1
Structured content of the conversation
Conversation = predefined base model
Defines important aspects as a list of base models
Tasks
Task 1
Questions
Question 1
Info
Info 1
Structured Overview
Instead of impulsive answers ...
Tasks
Task 1
Questions
Question 1
Info
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Targeted Interaction
Structured Overview
Tasks
Task 1
Questions
Question 1
Info
Info 1
Responses are targeted and relevant
Writer-AI receives targeted instructions based on user input & guidelines
Tasks
Task 1
Questions
Question 1
Info
Info 1
Structured Overview
Targeted Interaction
Instead of jumping focus ...
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
Systematic Processing
Structured Overview
Targeted Interaction
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
maintains systematic overview
Analyzer-AI structures content & checks progress
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
Relevant Context
Structured Overview
Targeted Interaction
Systematic Processing
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
uses relevant context
Writer-AI receives selected context
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
Completes Tasks fully
Structured Overview
Targeted Interaction
Systematic Processing
Relevant Context
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
Completes tasks fully
Decider-AI determines the next step
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
Anonymous Summaries
Summary
- Description
- Topics
- Vector
Structured Overview
Targeted Interaction
Systematic Processing
Relevant Context
Completes Tasks fully
=> Hybrid Multi-Step RAG
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Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
Anonymous summaries
Summary
- Description
- Topics
- Vector
Multiple forms
- Vector -> Fast search
- Topics -> Structured relations
- Description -> Detailed search
=> Hybrid Multi-Step RAG
Anonymous/Data protection compliant for analysis
Anonymous Summaries
Structured Summary
Targeted Interaction
Systematic Processing
Relevant Context
Completes Tasks fully
Structured Multi-Agent Chatbot
Tasks
Task 1
Task 2
Questions
Question 1
Question 2
Info
Info 1
Info 2
=> Hybrid Multi-Step RAG
Summary
- Description
- Topics
- Vector
⇒
Configure tutor system yourself
Socratic
Devil's Advocate
Instructional
Collaborative
🧑🎓
Student
👨🏫
Teacher
👨💼
Institute
👨🔬
Researcher
👨⚖️
Judiciary
Configure tutor system yourself
A system that serves everyone
MAAITIHER
Socratic
Devil's Advocate
Instructional
Collaborative
🧑🎓
Student
👨🏫
Teacher
👨💼
Institute
👨🔬
Researcher
👨⚖️
Judiciary
Data-secure analysis & personalization
individual solution instead of one-fits-all
no-code configuration
Versatile tutor through structured chatbot
Comparability of study settings
Configure tutor styles yourself
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A system that serves everyone
MAAITIHER
Socratic
Devil's Advocate
Instructional
Collaborative
🧑🎓
Student
👨🏫
Teacher
👨💼
Institute
👨🔬
Researcher
👨⚖️
Judiciary
A system that serves everyone
Anonymized data analysis
Data sovereignty
Learning Analytics
Versatile tutor chat
personalized
adaptive
Simple configuration
no-code interface
full design control
Tutor styles
Code of Conduct
Exercises
...
MAAITIHER
Anonymized data analysis
Data sovereignty
Learning Analytics
Versatile tutor chat
personalized
adaptive
Simple configuration
no-code interface
full design control
MAAITIHER
Multi-Agent AI Tutoring Infrastructure for Higher Education Research
Deliverable
Research Questions
Influence of configuration parameters on
- Session Coherence & Exercise Completion
- Perceived Value of Tutoring & Human-AI Interaction
- Long-Term Learning Effect
Research Plan
Partner for creating AI tutors & experiment design
Phase 1: Participant questionnaire & data analysis => RQ1 & RQ2
Phase 2: Meta-study => RQ3
Contact:
⇒ more attractive & useful than ChatGPT
MAAITIHER
By Stefan Hackstein
