AI Workforce Training Platform
An interactive platform that turns non-engineers into producers of AI-generated work, proving competency by output, not attendance.
Role: Sole designer and builder
The problem
Most corporate AI training is passive, videos and documentation a worker clicks through and forgets. It certifies attendance, not capability. The result is a familiar gap: the organization has invested in AI tools, but the workers who aren't engineers or data scientists, the large majority, never become genuinely productive with them, and the productivity gains accrue only to a small technical elite.
What I built
I designed and built an interactive learning platform that teaches non-engineers to use AI through a series of hands-on lessons. The defining design choice: every lesson requires the learner to produce a concrete piece of AI-generated work. By the end, each learner has a portfolio of real output, competency demonstrated by what they made, not by how long they watched. The platform runs on AWS Lambda, DynamoDB, and S3, and tracks individual progress across the organization.
flowchart LR L["Hands-on lesson"] --> D["Learner produces a real
AI-generated artifact"] D --> P["Portfolio of completed work"] P --> N["Next lesson"] N --> L P --> C(["Competency proven
by output, not attendance"])
"Learn by doing", each lesson ends in a real deliverable, not a checkbox.
The methodology was recognized at an internal Amazon engineering excellence competition, where senior technical judges noted that it helps workers go from zero to a first completed AI project in roughly thirty minutes, "with strong potential for adoption beyond" the organization where it launched.
Why it matters
Closing the enterprise AI skills gap is one of the most direct levers on whether AI's productivity benefits reach the broad workforce or stay concentrated. The "learn by doing" model, demonstrated to convert workers of any technical background into AI producers quickly, is inherently transferable: any organization seeking to bring its whole workforce along can apply it. My continuing work includes developing this into a documented framework other enterprises can adopt.