Google’s latest AI announcement has the tech world buzzing again. Apparently, they’ve built an AI that “learns from its own mistakes in real time.” Cue the usual chorus of “holy shit” reactions and breathless headlines about revolutionary breakthroughs. But hang on a minute – let’s take a step back and actually think about what this means.

Reading through the various reactions online, it’s fascinating to see the divide between those who understand the technical details and those who just see the marketing speak. The more technically-minded folks are pointing out that this sounds a lot like glorified RAG (Retrieval-Augmented Generation) – essentially fancy context management where the AI stores its reasoning process and refers back to it when similar problems arise. It’s not actually changing its core weights or truly “learning” in the way we might imagine.