Designed by Prof. Xiaoge Xu, Ph.D. in collaboration with Manus.

Human-AI
Mobile
Storytelling

Strategies and Skills

A fifteen-unit graduate course that teaches students the concepts, technical skills, and professional abilities needed to design, develop, and deploy human-AI collaborative storytelling systems on mobile and cross-platform environments.

14 Units
of Exploration
Graduate Level
Communication & Media
4 IBC Pillars
CICI · 3C · 3D · 3M
6 Assessments
Portfolio to Capstone
The IBC Framework

Four Pillars of Practice

The Innovation-Based Coaching framework forms the pedagogical backbone of every unit, assessment, and interaction in this course.

CICI

Co-Intelligence & Co-Innovation

A structured method for human-AI collaboration where students create iterative, reflective, and critically informed partnerships with AI tools across all aspects of their academic and creative work.

InitiateIterateIntegrateInterrogate
3C

Curious, Critical & Creative

A framework that guides students to approach each problem with genuine intellectual curiosity, thorough critical analysis, and innovative creative thinking.

CuriousCriticalCreative
3D

Detect, Dissect & Discover

An analytical methodology that teaches students to identify patterns and problems, break them down into their parts, and create new understanding through disciplined inquiry.

DetectDissectDiscover
3M

Map, Measure & Monitor

A practice framework that helps students develop systematic strategies for planning, assessing, and continuously improving their work.

MapMeasureMonitor
The Expedition Map

14 Units of Discovery

Each unit is a waypoint on your journey through the landscape of human-AI mobile storytelling.

Foundations
Units 1–4
1
Foundations

Strategic Planning for Human-AI Storytelling Projects

Mapping the Landscape — Unit 1 lays the conceptual and practical groundwork for the course by introducing students...

CICI3C3D3M
No Assessment
Explore
2
Foundations

Developing Human-AI Collaboration Skills — Prompt Engineering for Narrative

The Art of the Prompt — Unit 2 builds the essential technical and creative skill of prompt engineering within narr...

CICI3C3D
Lab Report
Explore
3
Foundations

The Co-Creation Workflow — Tools and Pipelines

Building the Machine — Unit 3 shifts focus from individual prompt engineering skills to designing and managing co...

CICI3M
Innovation Challenge
Explore
4
Foundations

Architecting Narrative Systems with Generative AI

Structure Beneath the Story — Unit 4 moves from workflow design to the more complex challenge of narrative system archit...

3C3D
Lab Report
Explore
Development
Units 5–9
5
Development

Agentic AI and Narrative Design

Autonomous Storytellers — Unit 5 explores the frontier of agentic AI systems in narrative design — AI agents that ca...

CICI3C3D
Peer Critique
Explore
6
Development

Mobile AI — Edge Computing and On-Device Narrative

Intelligence at the Edge — Unit 6 examines the technical realities of deploying AI narrative systems on mobile device...

3C3M
Innovation Challenge
Explore
7
Development

Creating Adaptive and Personalized Narratives

Stories That Know You — Unit 7 examines how narrative systems are designed to adapt to individual users, learning ...

3C3D3M
Lab Report
Explore
8
Development

Multimodal Storytelling — Text, Image, Voice, and Beyond

The Full Sensory Story — Unit 8 explores the growing multimodal frontier of human-AI mobile storytelling — combinin...

CICI3C
Midpoint Proposal
Explore
9
Development

Cross-Platform and Transmedia Strategies

Worlds Without Borders — Unit 9 covers the design of human-AI storytelling experiences that span multiple platforms...

3C3M
Innovation Challenge
Explore
Mastery
Units 10–14
10
Mastery

Measuring Narrative Impact and Audience Engagement

The Science of Story — Unit 10 enhances students' ability to create, apply, and analyze measurement frameworks fo...

3D3M
Lab Report
Explore
11
Mastery

Responsible AI Storytelling — Ethics, Bias, and Governance

The Ethical Compass — Unit 11 explores the ethical dimensions of human-AI mobile storytelling — the responsibili...

3C3D
Peer Critique
Explore
12
Mastery

The Business of Human-AI Storytelling

Commerce Meets Craft — Unit 12 explores the business, organizational, and strategic dimensions of human-AI mobile...

3C3M
Innovation Challenge
Explore
13
Mastery

Capstone Project Development and Peer Critique

From Good to Excellent — Unit 13 focuses on intensive Capstone Project development, structured peer critique, and e...

CICI3C3D3M
Lab Report
Explore
14
Mastery

Capstone Project Presentations and Course Synthesis

The Final Expedition — Unit 14 is the culminating unit of the course — showcasing the public presentation of Caps...

CICI3C3D3M
Capstone
Explore
Assessments

Milestones of the Journey

Assessments reward curiosity, critical analysis, creative innovation, and reflective practice — not merely the recall of course content.

CICI Portfolio

End of Unit 15

20%of total grade

Unit Innovation Challenges (×5)

Units 3, 6, 9, 12, 15

25%of total grade

Analytical Lab Reports (×5)

Units 2, 4, 7, 10, 13

15%of total grade

Peer Critique Participation (×5)

Units 5, 8, 11, 14, 15

10%of total grade

Midpoint Project Proposal

End of Unit 8

10%of total grade

Capstone Project

End of Unit 15

20%of total grade
Total: 100%
Learning Outcomes

What You Will Master

Knowledge

Demonstrate a comprehensive understanding of the theoretical, technical, and professional aspects of human-AI mobile storytelling.

Knowledge

Explain the capabilities, limitations, and ethical issues of generative AI systems in narrative design and creation.

Knowledge

Describe the legal, economic, and professional frameworks that govern human-AI creative collaboration.

Skill

Design and execute strategic plans for human-AI storytelling projects across multiple platforms and contexts.

Skill

Apply prompt engineering, co-creation workflows, and agentic narrative design techniques to create original storytelling artifacts.

Skill

Implement evaluation frameworks to assess the quality, effectiveness, and ethical integrity of human-AI narrative systems.

Disposition

Demonstrate the 3C dispositions — Curious, Critical, and Creative — in approaching new problems in human-AI storytelling practice.

Disposition

Apply the 3D analytical methodology — Detect, Dissect, Discover — to diagnose and solve complex challenges in narrative system design.

Disposition

Use the 3M practice framework — Map, Measure, Monitor — to manage and continuously improve human-AI storytelling projects.

Integration

Synthesize technical, creative, ethical, and professional aspects of human-AI mobile storytelling into a cohesive, portfolio-grade capstone project.

Prof. Xiaoge Xu
Ph.D.
NTU Singapore
Course Instructor

Prof. Xiaoge Xu

Professor of Branding Studies · Sino-German Faculty of Branding, Zhejiang Wanli University

Xiaoge Xu (Ph.D., Nanyang Technological University, Singapore) is a professor of branding studies at the Sino-German Faculty of Branding, Zhejiang Wanli University, in Ningbo, China. He is the founder of Mobile Studies International, Mobile Studies Congress, and CICI Global. His primary research interests include mobile media, mobilities, and communications, as well as human-AI co-intelligence and co-innovation in communication. He serves as the series editor for the IGI Global AWTT book series and is the founder of Ningbo Xiaoge Culture and Creativity Co., Ltd. Born and raised in China, he has earned four degrees from three countries (China, the US, and Singapore) and has worked at seven international universities across four countries (China, Singapore, Malaysia, and Botswana).

4
Degrees Earned
Across 3 countries
7
Universities
In 4 countries
3
Organisations Founded
MSI · MSC · CICI Global
IGI
Series Editor
AWTT Book Series
Human-AI Mobile Storytelling
Designed by Prof. Xiaoge Xu, Ph.D. in collaboration with Manus.