- Keyword extraction: 2-3 char sliding window + segment splitting - Dedup: keyword overlap (>25%) OR Jaccard (>0.4) triggers merge - SearchByNGrams: pgvector GIN index on keywords array - Embedder: n-gram FNV hash (zero dep), OpenAI API with auto-fallback - GIN index on keywords column for fast overlap search - All tests pass