Semantic atlas of 188 constitutions in 3D (30k articles, embeddings)
I built this after noticing that existing tools for comparing constitutional law either have steep learning curves or only support keyword search. By combining Gemini embeddings with UMAP projection, you can navigate 30,828 constitutional articles from 188 countries in 3D and find conceptually related provisions even when the wording differs. Feedback welcome, especially from legal researchers or comparative law folks. Source and pipeline: github.com/joaoli13/constitutional-map-ai
In plain words
Semantic Atlas is a 3D visualization tool for exploring constitutional law across 188 countries. It contains 30,828 articles from national constitutions, using AI embeddings to map conceptually related provisions together—even when they use different wording. The tool lets legal researchers and comparative law experts navigate and discover connections that traditional keyword search tools miss, without requiring specialized technical knowledge.
written from the facts on this page · September 2026
Does the same job
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