algorithmic reasoning

Calculator Never Guesses. But LLM Always Does.

The content contrasts LLMs as probabilistic predictors that "guess" arithmetic answers based on data patterns, with calculators as deterministic engines performing exact operations. This fundamental distinction explains LLM struggles with arithmetic and suggests a hybrid future for AI.