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Similarity Gates Approve Reversals: A Validity Audit of Embedding-Cosine Thresholds in Agent Systems

Source
Scott E. Frias
Author
Scott E. Frias
Date
Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • embedding — A list of numbers representing a piece of text's meaning, so that similar meanings end up numerically close and can be searched.
Why it matters

Dedup filters, semantic caches and grader gates built on cosine thresholds are common in stacks, and this shows the failure is structural rather than a tuning problem.

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