Dive into LLMs expands hands-on curriculum

Hot take: this is less a “tool” and more a high-signal curriculum repo that has become a community reference point for applied LLM learning.

• –Strong traction: 30k+ stars and a recent spike in attention suggest sustained demand for practical LLM education.
• –Broad curriculum: it spans both core model workflows and safety/security topics, which makes it more useful than a narrow beginner notebook set.
• –Living project: the June 2025 update and new course track show active maintenance rather than a frozen teaching artifact.
• –Best fit: students, researchers, and developers who want reproducible, notebook-first practice instead of slide-only theory.
• –Tradeoff: the repo is instruction-heavy and Chinese-first, so non-Chinese readers may need translation to get the most out of it.