A Deep (and Fuzzy) Dive Into Search
Six years ago, when we first shipped fuzzy search (yes, without agents!), we wrote up the two algorithms
4 stories
Six years ago, when we first shipped fuzzy search (yes, without agents!), we wrote up the two algorithms
Serene Docs Search is a self-hosted, Apache 2.0-licensed documentation search stack with BM25, optional hybrid search, Ask AI and MCP, powered by SereneDB.
Three demos run the same SQL — Elasticsearch-grade ranked search plus relational analytics — over remote Parquet, local files and a native SereneDB table, without changing the query.
Elasticsearch shipped in 2012 and the deal was simple: your data lived in Postgres or MySQL; you copied it into Lucene; you got ranked search. The duplication tax was the price of admission.
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