In this paper. we present a comprehensive survey of continuous stochastic volatility models. discussing their historical development and the key stylized facts that have driven the field. Special attention is dedicated to fractional and rough methods: without advocating for either roughness or long memory. https://foldlyers.shop/product-category/stem-coding/