Demo — Sample data. Import and AI enrichment are disabled. jamesbriscoe.dev
120 articles
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Normalize Taxonomy
Find exact and near-duplicates (typos) across categories, subcategories and tags
← Import
How it works
Pure Python analysis — no AI. Finds only certain duplicates:
  • Different format: "machine-learning" = "Machine Learning" = "machine_learning"
  • Dotted acronym: "A.I." = "AI"
  • Obvious typos: "Artifical Intelligence" ≈ "Artificial Intelligence" (≥90% similar)