Human-centered learning, AI prototyping & experience design

Capability

Learning strategy

Needs analysis, learner pathways, curriculum sequencing, assessment design, reinforcement and reflection.

Experience design

Onboarding, dashboards, coach interactions, review states, prototypes and coherent visual systems.

AI prototyping

AI-agent concepts, grounded knowledge, personalization logic, rapid prototyping and workflow integration.

Responsible delivery

Consent, privacy, professional boundaries, human approval, escalation and transparent status claims.

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.