This study investigates a novel therapeutic strategy for unresectable, locally advanced, or metastatic intrahepatic cholangiocarcinoma (ICC). Despite being the second most common primary liver malignancy, advanced ICC has a poor prognosis with limited effective first-line treatment options. The rationale for this combination regimen is based on the potential synergy between localized and systemic therapies. Hepatic arterial infusion chemotherapy delivers high concentrations of chemotherapy directly to the liver tumors, potentially improving local control while reducing systemic toxicity. The combination of Lenvatinib, a multi-targeted tyrosine kinase inhibitor, and a PD-1 inhibitor is designed to simultaneously inhibit tumor angiogenesis and enhance anti-tumor immunity. This study will explore whether combining these modalities (HAIC + targeted therapy + immunotherapy) can yield superior efficacy compared to historical data of standard chemotherapy. The liposomal formulation of irinotecan is utilized for its improved pharmacokinetic profile and targeted delivery, which may enhance efficacy and tolerability. Key assessments include tumor evaluation based on RECIST 1.1 criteria and safety monitoring per NCI CTCAE v5.0.