DEFINITION
Long-Horizon Reasoning
Long-Horizon Reasoning / Extended Planning
Definition
An LLM's ability to maintain coherent reasoning, planning, and decision-making over extended sequences of actions and time steps. Critical for agents that must operate autonomously for hours or days of simulated time.
Examples in the Wild
- Example 1:An agent planning a multi-step strategy over 48 hours of world simulation
- Example 2:Maintaining consistency in agent goals and values across hundreds of interactions
- Example 3:Adapting strategy based on accumulated world state and prior outcomes
- Example 4:Emergence World's evaluation of models across extended world-building scenarios