Advanced · Research
Qualification problem
Visual diagram · (in preparation) · Math · (in preparation) · Worked example · 3 difficulty levels.
TL;DR. The AI challenge of listing all necessary preconditions for an action to succeed in complex real-world scenarios.
Technical Definition
The AI challenge of listing all necessary preconditions for an action to succeed in complex real-world scenarios.
How it works
The qualification problem is a classic issue in artificial intelligence, particularly concerning knowledge representation and action planning. It highlights the difficulty of enumerating every single condition that must be true for an action to achieve its intended outcome in the real world. This is closely related to the frame problem, which deals with what changes and stays the same after an action.
Related Concepts
- Knowledge Representation — How facts and relationships are encoded so a system can reason over them.
- Frame problem — The challenge in AI of specifying which aspects of an environment *do not* change when an action occurs.