In one aspect, a method for forming particles is provided. The method may allow biocompatible particles comprising an agent (e.g., pharmaceutically active agent) to be produced absent one or more purification step (e.g., removal of excess reagent). In certain embodiments, particles, produced as described herein, can be utilized in a pharmaceutical composition and/or administered to a subject without further purification. The lack of one or more purification step may simplify manufacturing and/or minimize or eliminate the loss of agent from the particle after formation. In some embodiments, the method comprises associating albumin with an agent and crosslinking to form particles, such that little or no cytotoxic molecules are produced and/or remain after particle formation. Cross-linked albumin particles formed via the methods described herein may serve as biocompatible carriers for a variety of agents.