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Product Taxonomy At Scale

Source
shopify.engineering
Author
Shopify Engineering
Date
Why it matters

Classification models rot when the label space stops matching reality; using agents to evolve the taxonomy rather than just apply it is a pattern that transfers to any large, drifting ontology.

Terms in this piece · Glossary
  • multi-agent — Using several AI agents on one problem — splitting work in parallel, checking each other, or filling different roles like planner and reviewer.
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