Open source · ML · Vector search
Versify
Search a half-remembered phrase and get the verse back — vector search doing the work the exact-match box never could.
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The brief
Keyword search fails the actual use case: people remember the sense of a verse, not its wording. The lookup had to match meaning.
What we did
- 01Embedding-based vector search over the full corpus
- 02Ranking tuned so near-misses still surface useful results
- 03Deployed serverless to keep it free to run and open to fork
- 04Published open source with the indexing pipeline included
The outcome
An open-source semantic search tool that returns the right verse from a paraphrase.
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