Educators as Architects of AI-Enhanced Learning Architectures
Associate Professor in Learning Sciences and Technologies
University of Pennsylvania Graduate School of Education
Language Educator Symposium 2025
My first AI policy
Here is Alex
I wasn’t answering a simple question.
“Can I use X for Y?”
These are questions on the architecture for learning.
Each layer changes at different pace, and acts as a platform for the layer above it.
Stuff (days-months) Furniture, books
Space Plan (3-30 yrs) Interior layout
Services (7-15 yrs) Wiring, plumbing
Skin (20 yrs) Exterior surfaces
Structure (30-300 yrs) Load-bearing
Site (eternal) Geographical setting
Alex: “Can I use ChatGPT to outline my paper?”
Buildings
| Stuff |
| Space Plan |
| Services |
| Skin |
| Structure |
| Site |
Classrooms
| Practices (days): Activities, interactions |
| Plans (wks-mons): Lessons, assignments |
| Protocols (mons-yrs): Norms, routines |
| Pedagogies (yrs): Approaches, relations |
| Principles (decades): Foundations, lens |
| Philosophy (centuries): Epistemologies |
1. Recognize the Layers
What layer am I actually working at?
Locate which layer a problem or decision primarily affects. A student question might seem like a practice issue, but may be more relevant to the pedagogy layer.
Look deeper—surface questions often have slow-layer reasons. A fast-layer question may stem from ambiguity in the slow layers below.
2. Work Across the Layers and with Tensions
What other layers should I also consider?
“Architecture is a mediation between the world and our minds. Good architecture tells us something about the world… and finally, it tells us who we are.”
— Juhani Pallasmaa
be → dwell (wohnen) → build
A triad that’s always in tension:
The political problem: Conceived space dominates—expert abstractions override lived reality
“The task of architecture is to defend the autonomy of human experience, not to condition, dominate or dictate.”
— Juhani Pallasmaa
3. Begin with Dwelling, Not Building
How do learners actually dwell in the space?
4. Mediate, Don’t Dominate
Does this defend autonomy or impose control?
Language Tutor: “Complete exercises. Here is your badge.”
Learners occupy, never truly dwell. App dictates and conditions behavior.
Language Pathfinder: “What worlds do you want to explore?”
Learners dwell, feeling “at home.” App mediates and promote autonomy.
The best AI tools for learning have not been created yet
e.g., cultural bias (Tao et al., 2024), gender bias (Du et al., 2025), pedagogical bias (Chen et al., 2025)
| Principles | Users ask | Architects ask |
|---|---|---|
| Layers | Does this tool work? | What layer am I working at—Practices or Principles? |
| Tensions | Can I use this for grading? | How does this change affect slow layers? |
| Dwelling | Will it help students? | What is authentic learning and does this tool serve it? |
| Autonomy | Should I allow this tool to be used? | How does this tool mediate relations? Does it dominate or defend student autonomy? |
Moving from thinking
and critiquing
to building
The promise: AI enables educators to build, with taste
An app I built for my learning theories class
Principles in Action:
Results: New practices and protocols, but same pedagogy. Surprising connections by students that deepen understanding.
For teacher educators, department chairs, professional leaders
An AI-embedded canvas for teachers to design knowledge-building lessons
Principles in Action:
Result: Teachers designing with AI iteratively, not consuming AI-generated content. Professional agency is nurtured.
Four Principles
Three Actions
Let’s reclaim the agency to shape the learning architecture for generations to come
Bodong Chen
cbd@upenn.edu • bchen.net
penn-wonderlab.github.io
Penn • 12/2025