Capabilities
What I do, and how the work is labelled
Capabilities are grouped below. The status method used across every project card in this portfolio is documented at the bottom of this page.
Learning experience architecture
Curriculum systems, module maps, assessments, reference libraries, and certification structures designed end to end.
AI workflow design
Agent roles, handoffs, prompt and knowledge structure, and human review built into every automated step.
Product and experience design
Information architecture, interface direction, and production workflows for working applications.
Multimedia production
Narration, music, video, captions, transcripts, and interactive publications.
Business problem solving
Translating a fragmented operational process into a structured, usable system.
Responsible use controls
Consent, privacy, escalation paths, and honest labelling of what is live versus designed.
Method
Status labelling
Nothing in this portfolio is described as deployed, adopted, or proven unless its label says so.
Status legend
Every item in this portfolio carries one of these labels. Nothing is described as deployed, adopted, or proven unless the label says so.
- Working Application
- The application runs and its core features function, but the complete public workflow has not yet been independently retested end to end.
- Designed
- The role, workflow, or interface is documented but no working implementation is verified.
- Prototyped
- A functioning prototype exists, but production readiness or integration is not verified.
- Verified Artifact
- The portrait, video, prompt excerpt, diagram, assessment, or other artifact was inspected.
- Verified Live Implementation
- A current live implementation was directly re-tested and its boundaries are accurately documented.
- Operational
- Used only after current end-to-end production behavior, integrations, controls, and monitoring are re-verified.