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Empty documents after sanitization caused aadd_documents to issue a DEFAULT VALUES insert. Guard with an emptiness check. Also increase similarity search k from 2 to 6 so multi-word queries like full names have better recall. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>