Agent skills for this book. Copy a SKILL.md into your agent's skills directory, or point the agent at the GitHub URL.
- Machine Learning Engineering — train and operate large-scale ML models (accelerators, storage, network, orchestration, throughput, instabilities, checkpointing, inference). Canonical: https://github.com/stas00/ml-engineering/blob/master/skills/ml-engineering/SKILL.md
- Evaluate a GPU cluster — trial-node / acceptance loop: environment dump, sequential matmul FLOPS, intra- and inter-node all-reduce,
fio-scanon local disk and shared FS, dated markdown report. Canonical: https://github.com/stas00/ml-engineering/blob/master/skills/evaluate-cluster/SKILL.md
The repo-root SKILL.md is a redirect to the Machine Learning Engineering skill.
Companion skills in other books: The Art of Debugging, Stas' Python Cookbook.