Goal

A goal is the desired end state or outcome that an agent is tasked with achieving. Goals can be specified as success conditions, natural-language descriptions, or structured objectives. Clear goal specification is critical for agent performance: ambiguous goals lead to misaligned behavior, while overly rigid goal definitions may cause the agent to miss obviously correct alternative solutions that satisfy the true intent.