Natural language processing Memes

Ah, Google Assistant taking "seconds" literally while DeepSeek and OpenAI duke it out in the AI arena. Poor thing is just counting all the 2nds in a year instead of calculating 365 × 24 × 60 × 60. This is what happens when you train your model on dad jokes instead of math problems. At least it's consistently wrong with confidence - the hallmark of every production system I've ever maintained.

The battle cry of every regex enthusiast who's watched AI models steal their thunder. Remember the good old days when text processing meant crafting the perfect regex pattern that looked like someone headbutted a keyboard? Now we've got billion-parameter models turning words into vectors and pretending they "understand" language. The bottom half showing "real NLP" with incomprehensible mathematical formulas and question marks is just *chef's kiss* - nothing says "human-friendly" like equations that would make even tenured professors reach for the aspirin. And that regex pattern in the middle? That's the ancient incantation developers used to summon the text-processing gods before we decided to burn exaflops of computing power to figure out if "John hates Mary" or if he's just having a bad day.