LeCun and the JEPA bet
After 12 years at Meta — five as founding FAIR director, seven as chief AI scientist — LeCun left to industrialize his 'Advanced Machine Intelligence' research program. The core wager is JEPA: instead of predicting the next token or pixel, systems learn abstract representations of real-world sensor data and predict in representation space, ignoring the noise generative models are forced to reproduce. AMI wants AI that 'understands the real world, has persistent memory, can reason and plan, and stays controllable and safe' — a direct rebuke to what LeCun calls the industry's language-first monoculture.
