Level 3 of 4

Professional level

You are here if you ship AI at work — models are part of your job, not your homework. These five phases go from building an LLM up from first principles to engineering one, multimodality, the tool-calling stack, and agents that do real work.

The five phases (151 lessons)

  1. 10 LLMs from Scratch· 24 lessons

    Build, train, and understand large language models.

  2. 11 LLM Engineering· 17 lessons

    Put LLMs to work in production applications.

  3. 12 Multimodal AI· 25 lessons

    Models that see, hear, read, and reason across modalities.

  4. 13 Tools and Protocols· 31 lessons

    The interfaces between AI and the real world.

  5. 14 Agent Engineering· 54 lessons

    The core of modern AI engineering. Build agents from first principles.