How this term is used In this channel's material, synthetic data comes up in the context of how new model architectures get trained — a theme explored in “Beyond LLMs: New AI Architectures and Capabilities.” [^8bd084ce-8d16-5f81-895a-fc2bc3b5d174@44] Why it matters Models that differ from standard text-prediction LLMs — reasoning-optimized models, energy-based models, and generative world engines — change how output is produced, and that change shapes what kind of data can meaningfully teach them. Exploring where that data comes from, including data produced artificially rather than collected from the real world, helps clarify which architecture is the right tool for which job. [^8bd084ce-8d16-5f81-895a-fc2bc3b5d174@44]