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Our results include methods for generating random problems for systematic experimentation, the best domain-specific planning algorithms against which AI planners can be compared, and observations establishing the average plan quality of near-optimal methods. For a given problem in AI, there may be various solutions by different heuristics and at the same time, there are problems with unique solutions. This paper presents a sustained investigation of one such toy: the (in)famous Blocks World planning problem, and provides the level of understanding required for its effective use as a benchmark. Among them the Vacuum World, the Block World, and the Wumpus World. A major reason why they have fallen into disrepute is that superficial understanding of them has resulted in poor experimental methodology and consequent failure to extract useful information. Engineering Goal: To solve real world problems using AI techniques such as Knowledge. 8 Puzzle Problem: Here, we have a 3x3 matrix with movable tiles numbered from 1 to 8 with a blank space. Unlike a toy problem, it does not depend on descriptions, but we can have a general formulation of the problem. The blocks world is a NP-hard problem and we wanted to find smart solution to solve it. Real-world Problem: It is real-world based problems which require solutions. The program was created by Terry Winograd and is a limited-domain natural-language system that can understand typed commands and move blocks around on a surface. It consists of a set of blocks of various size, shape, and. Less healthy, however, is the fashionable disparagement of “toy” domains: when properly approached, these domains can at the very least support meaningful systematic experiments, and allow features relevant to many kinds of reasoning to be abstracted and studied. The blocks world is one of the most famous planning domains in artificial intelligence. The blocks world is a well-known toy domain used in AI for planning problems related to robots.
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Contemporary AI shows a healthy trend away from artificial problems towards real-world applications.
![Block world problem in ai](https://loka.nahovitsyn.com/146.jpg)