Problems in AI such as traveling salesman, blocks world, and most reasoning tasks belong to the NP-complete complexity class, meaning no known efficient algorithm exists—you must examine all exponentially many candidate solutions, creating a combinatorial explosion barrier that symbolic search approaches cannot overcome.