Uncontrolled coagulation cascades during surgery or trauma lead to life-threatening thrombosis and high hospital costs. These innovations engineer specific quinoline-based molecular scaffolds to selectively block Factor XI activation, mitigating bleeding risks associated with traditional anticoagulants.