GitSwarm is a decentralized system for collaborative AI inference where identical workers autonomously contribute to a shared Git repository as the collective memory. Workers choose their own tasks based on repository state, with no central planner or assigned roles, and the system uses semantic inheritance to allow building on work across branches without merging.