big-rag-modified

/**
 * Prompt prefixes required by nomic-embed-text-v1.5.
 *
 * The model is trained to produce better asymmetric retrieval when documents
 * and queries are prefixed with their role. Without these prefixes, relevance
 * scoring degrades measurably — a well-documented footgun for this model.
 *
 * See: https://huggingface.co/nomic-ai/nomic-embed-text-v1.5
 *
 * IMPORTANT: Changing these prefixes invalidates any previously-built vector
 * store. Users must re-index after a change.
 */

export function asDocumentEmbeddingInput(text: string): string {
  return `search_document: ${text}`;
}

export function asQueryEmbeddingInput(text: string): string {
  return `search_query: ${text}`;
}