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JevMade field notes / Research writeup

An agentic classification loop, 7x faster

A measured migration report compares product-taxonomy classification with Jev against a GPT agent, including a candid warning about unequal concurrency.

Original by Sam ReghenziEvaluationArticleOriginal published Source reviewed

Before you dive in

What you’ll find in the original

  1. A Choice at each taxonomy level replaces the old agent loop and its separate judge.
  2. Across 50 products, the author reports lower latency and fewer calls for Jev.
  3. The old benchmark used five parallel threads while Jev ran sequentially, so the author says the headline speedup is probably generous.
Worth knowing

All measurements and accuracy judgments are author-reported and were not independently reproduced.