Long-horizon agents manage complex goals requiring multiple steps over extended periods. Unlike simple chatbots, these systems decompose vague objectives into actionable sub-tasks using hierarchical planning. This approach enables autonomous agents to handle workflows like market research or software development. Practitioners can now automate multi-stage business processes without constant human intervention.