Frameworks & Systems
A collection of design, learning, and AI systems used to structure curriculum, build learning experiences, and guide responsible integration of emerging technologies.
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AI Learning Systems
Foundational Integration Model
Positions AI as an outer-layer system that extends research, production, feedback, and workflow while preserving foundational design skills.
Institution–Platform Bridge
Maps academic learning structures to platform-native AI workflows, translating institutional practice into the environments where creative professionals actually work.
Tiered Governance Model
Defines a staged access model that limits AI use in foundational learning and expands integration as design competency increases.
Assignment Governance Matrix
Maps AI-assisted and human-authored roles across assignments, defining how control shifts across different project types.
Year 1 Deployment Roadmap
Defines a phased implementation model that moves from institutional alignment to controlled studio integration over a 12-month cycle.
Learning & Curriculum Systems
Behavioral Curriculum Architecture
Defines a scaffolded learning model that progresses from foundational design principles to interaction and user experience systems.
UX Studio Learning System
A milestone-based studio structured as a product development simulation, moving through research, IA, testing, and prototyping as a validated pipeline.
Structured Exploration Learning System
Structures exploration as an expanding system, translating a single form across materials, tools, and digital environments.
In Practice
These frameworks are actively deployed across courses, client work, and learning environments, forming a coherent system for designing how people learn, create, and adapt within evolving creative technologies.