Vibe Coding Prompt & Rubric Design

Created prompt-writing and rubric-evaluation tasks for client-side web applications. The work involved designing clear, testable prompts that instruct AI models to build interactive, stateful front-end apps, then writing atomic pass/fail rubrics to evaluate the generated application from a screenshot and submitted HTML/JS code.

I worked on tasks across categories such as web applications, data visualization, simulations, games, timers, recipe managers, avatar generators, audio visualizers, and management dashboards. Each task required defining the application concept, specifying visible UI behavior, ensuring the app was self-contained and client-side only, and building fair evaluation rubrics with clear tags such as visual, layout, content, interaction, and state.

The work also required calibrating task difficulty so model performance would fall into the expected range, especially for medium and hard tasks. I refined prompts and rubrics to make requirements specific, measurable, and difficult enough to expose model weaknesses while remaining fair and evaluable.