Stop feeding AI junk data. To dominate in 2026, ditch fixed-size chunking for recursive splitting. Use metadata pre-filtering to slash search spaces and boost relevance.

Deploy Re-ranking: Use cross-encoders to keep context windows lean. Hybrid Search: Combine dense vectors with BM25 keywords. Persistent Caching: Bypass searches for frequent queries.

Precision is power. Scale smart, not loud.