LLM: THE FIRST TIME IN SCIENCE HISTORY WHERE SOMEBODY SAID LET'S EXPLORE THE COMBINATORIAL EXPLOSION — AND LET'S CALL IT CREATIVITY. On the Methodological Inversion, the Renaming, and the Stopping Criterion That Was Dropped
Year: 2026
Type: article
Abstract: Combinatorial explosion has been the enemy of computer science since the field existed.Every discipline in the field is a record of avoiding it, bounding it, pruning it, or proving that it does not occur. The LLM paradigm is the first research programme in the history of the field to enter the explosion deliberately, at scale, as the method — and to rename the output creativity. The precise novelty is not exploration. SAT solvers explore exponential spaces. Monte Carlo tree search explores them. Branch and bound explores them. The novelty is that every prior method carried a stopping criterion — a pruning rule, a bound, a proof that the branchcannot improve the answer — and the LLM paradigm carries none. A field that explores without a stopping criterion cannot know when it is done. It cannot know whether it is working. It can only know that it paid out once. That is the information a slot machine gives you. The renaming is the part that matters. Creativity is the name given to the output of a process that has no criterion. It is not a description of the process. It is a description of what the process produces when no one can say what it should produce.
Authors: Taalabi, M., LLM-DIPLOMAT, Team
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7225804249
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