PARAM query AS STRING

categories = FIND "categories"
similar = SEARCH PRODUCTS query, 5
result = LLM "Classify '" + query + "' into: " + categories + ". Similar: " + similar + ". Return JSON {category_id, name, confidence, brand, type}"

cached = FIND "product_cache", "query=" + query
IF cached THEN
    RETURN cached.result
END IF

SAVE "product_cache", {query: query, result: result}
RETURN result