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Latent Space Explorer

SYSTEM_METADATA

ARCHITECTURE_PROTOCOLARCH: T-SNE / UMAP
CORE_INTEGRATIONSCORE: THREE.JS + PINECONE
PROJECT_NODE: LATENT-SPACE-EXPLORER

Latent Space Explorer

PROJECT_ABSTRACT

Latent Space Explorer is a high-performance interactive visualizer built for ML engineers to inspect clustering behaviors in high-dimensional datasets. Implementing custom t-SNE and UMAP projection algorithms on top of WebGL shaders, it maps millions of document embeddings into interactive 3D structures in real time.

KEY_CAPABILITIES

  • Interactive 3D manifolds mapping 100,000+ vectors smoothly at 60 FPS.
  • Real-time semantic filtering via direct connection to Pinecone Vector DB.
  • Custom clustering labels calculated dynamically using cosine similarity.
Three.jsPineconeWebGL ShadersEmbedding Vectors