After this chapter you will be able to identify which problems fall outside the limits of LLMs — verifiable correctness, spatial reasoning, exact determinism — and select the newer architectures and form factors built to solve them: energy-based models, hybrid diffusion–autoregressive video models, and asynchronously orchestrated coding agents.