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Roadmaps

Follow a clear path through difficult ideas.

AllLanguage ModelsReinforcement LearningGenerative Models

Transformers from First Principles

Build attention from the ground up, then understand modern architectures, caching, and efficient decoding.

Intermediate5 blogs

Reinforcement Learning Foundations

Move from policy gradients and search to practical robot learning with demonstrations and human feedback.

Foundational7 blogs

Generative Models

Learn latent-variable models, diffusion, flow matching, and predictive representation learning in a coherent order.

Intermediate
5 blogs

LLM Systems & Inference

Understand how language models store capacity, manage context, and serve tokens efficiently at scale.

Advanced6 blogs