Long-Horizon Manipulation

Multi-step manipulation tasks that require planning and executing a sequence of skills over extended time periods. Examples: cooking a meal, assembling furniture, cleaning a room. Long-horizon tasks are challenging because they require task planning (deciding what to do), skill sequencing (chaining primitives), and error recovery. Hierarchical policies and LLM-based planners are current approaches.