The Agent Skills Directory

[SAFE]: The skill is a collection of educational resources and code snippets for machine learning engineers. It does not contain prompt injections, data exfiltration patterns, or obfuscated code.
[EXTERNAL_DOWNLOADS]: The provided code examples include functionality to download models and datasets from Hugging Face Hub (meta-llama, etc.) and utilities via Python's load_dataset and AutoModel.from_pretrained. These are standard, well-known services for the intended ML workflow.
[COMMAND_EXECUTION]: In references/deployment-optimization.md, the skill provides Python templates that use subprocess.run to call external tools like llama-quantize and convert_hf_to_gguf.py. These operations are correctly scoped to specific model quantization tasks and use environment variables for path management, representing standard developer tools.

fine-tuning-expert