Guided progression
Introduce context, constraints, examples, failure policy and tradeoffs in stages.
Teaching tool · AI education / Data visualization · 2026
Visual Latent Space
A guided 3D playground for exploring how context, constraints and examples improve a prompt.
The problem
Help developers reason about vague prompts and identify which information to add next.
The approach
Combine an interactive 3D concept map with six guided levels. Each level explains the prompt, likely output shape, remaining ambiguity and the next improvement.
What the project delivers
A learning playground with orbit and zoom controls, prompt examples and a practical lesson panel. The project documents lint, type-check and build commands.
Design decisions
Explanation beside interaction
Pair the concept map with practical prompt guidance.
Clear model boundaries
State explicitly what the visualization represents and what it does not.