Apps & data pipelines
Match profiles using Jev or Clef decisions about explicit traits, retrieve candidates, then check both people’s required conditions before ranking preferences.
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Saved synthetic vectors can be searched without an access key. The reported comparison uses only 52 synthetic profiles and eight held-out queries, not real-world matching. Approximate search can miss candidates. No explicit license was found, so code availability does not establish permission to reuse it.
Study the idea of separating a person’s stated traits from what they prefer, require or exclude. Ask a developer to examine the included made-up profiles. Compare the quick search, which may miss people, with checking every profile. Both people’s required conditions must match before shared preferences are ranked.
Do not send real profiles without consent: turning new text into lists of traits sends it to the chosen outside service. Missing traits should stay unknown, not become facts. The tiny made-up comparison does not establish real-world matching quality. No explicit license was found; confirm permission before reusing the code.