Artifacts

Embeddings Lab: Understanding Semantic Space

Watch how AI actually "understands" text through semantic embeddings—the mathematical representations that power modern language models. This interactive playground demonstrates how similar concepts cluster together in high-dimensional space, regardless of their exact wording.

Enter any text—a news article, product description, tweet—and see it mapped against predefined categories using cosine similarity. The visualization reveals the hidden geometry of meaning: why "basketball" lives near "sports" but far from "restaurants," and how AI determines that "pasta carbonara" and "Italian cuisine" are semantically neighbors.

This isn't keyword matching—it's true semantic understanding, where context and meaning transcend literal text. Add your own documents to see real-time clustering and discover unexpected semantic relationships in your content.

Dark Patterns: When Digital Design Is Used Against You

These aren't just frustrating user experiences—they're carefully engineered psychological traps. Each pattern below demonstrates how modern interfaces exploit our cognitive vulnerabilities, turning natural human behaviors into profitable addictions. We've created interactive demonstrations that expose these manipulative mechanics in action.

Click through each pattern to experience firsthand how seemingly innocent design choices can hijack your attention, manufacture anxiety, and transform you from user to product. Consider this your field guide to digital manipulation—once you see these patterns, you can't unsee them.