The author expresses a deep frustration with NumPy, highlighting its elegant handling of simple operations but criticizing its complexity and obfuscation when dealing with higher-dimensional arrays. The article critiques NumPy's reliance on broadcasting and its confusing indexing behavior, ultimately arguing for a more intuitive approach to array manipulation in programming.