skills/orchestra-research/ai-research-skills/distributed-llm-pretraining-torchtitan/Gen Agent Trust Hub
distributed-llm-pretraining-torchtitan
Pass
Audited by Gen Agent Trust Hub on Sep 15, 2026
Risk Level: SAFE
Full Analysis
- [EXTERNAL_DOWNLOADS]: The skill provides instructions to download and install official libraries and models from trusted sources, specifically the PyTorch and Meta-Llama GitHub organizations. These references are standard for the described machine learning workflows.- [COMMAND_EXECUTION]: Instructions include standard operations for distributed training, such as
torchrun,srunfor SLURM job submission, andpipfor dependency management. These commands are localized to the training environment and follow established developer patterns.- [CREDENTIALS_UNSAFE]: The skill correctly handles sensitive information by using placeholders (e.g.,YOUR_HF_TOKEN) and directing users to official settings pages for credential generation, rather than hardcoding actual secrets.- [INDIRECT_PROMPT_INJECTION]: The skill involves processing model configurations (TOML) and training checkpoints. While these represent a data ingestion surface common to ML tools, there are no malicious patterns or unsafe interpolation of untrusted data identified.
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