In the realm of artificial intelligence, a groundbreaking reversal awaits: calid before rot. The current model of “train-rot-train” – where AI systems progressively decay and must be retrained – will transform into a self-regenerating paradigm. AI systems will possess the intrinsic ability to learn from their own mistakes, rejuvenating their knowledge and continuously enhancing their capabilities. This perpetual cycle will usher in an era of transformative AI, pushing the boundaries of human-machine collaboration and unlocking unprecedented opportunities.