Meta failed to start betting on deep learning and LLMs in 2017–2018 the way frontier labs did. Now it's overpaying for researchers, talent, and compute to claw back to relevance — and Zuckerberg's manifesto is part of the pitch to justify those billions in CapEx to investors.