Long-Horizon Planning

Topic

Long-horizon planning is a subfield of artificial intelligence, robotics, and reinforcement learning focused on enabling agents to formulate and execute sequences of actions over extended timeframes to achieve complex, distant goals. Unlike short-term decision-making, it requires the agent to reason about future states, manage cumulative uncertainty, and often utilize hierarchical abstractions to break down high-level objectives into manageable sub-tasks. This capability is critical for autonomous systems, robotic manipulation, and advanced agentic workflows.