The escalating penetration of distributed photovoltaic (PV) generation exacerbates the conflict between capacity planning and operational safety, primarily due to source-side stochasticity and grid-side fragility. As a pivotal quantitative benchmark for grid planning and operation, hosting capacity determines the maximum permissible PV integration level that safeguards system reliability against operational violations. However, traditional hosting capacity assessments, often relying on static sn