speculative-decoding

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Audited by Gen Agent Trust Hub on Sep 16, 2026

Risk Level: MEDIUMEXTERNAL_DOWNLOADSCOMMAND_EXECUTIONDYNAMIC_EXECUTIONINDIRECT_PROMPT_INJECTION
Full Analysis
  • [EXTERNAL_DOWNLOADS]: The skill instructs the agent to clone code from third-party GitHub repositories (FasterDecoding/Medusa and hao-ai-lab/LookaheadDecoding) that are not recognized as trusted vendors or well-known services.
  • [COMMAND_EXECUTION]: The installation process involves running pip install -e . within the cloned third-party directories, which triggers the execution of arbitrary code in the repositories' setup scripts.
  • [DYNAMIC_EXECUTION]: In references/medusa.md, the skill uses torch.load() to load model weights; this function uses pickle for deserialization, which is inherently unsafe and can execute arbitrary code if the weight file is malicious.
  • [INDIRECT_PROMPT_INJECTION]: The skill defines patterns for processing untrusted user prompts without incorporating boundary markers or input sanitization. 1. Ingestion points: Prompt variables in Python code blocks within SKILL.md. 2. Boundary markers: None present in the instruction snippets. 3. Capability inventory: Performs LLM inference using transformers and medusa-heads. 4. Sanitization: None provided.
Audit Metadata
Risk Level
MEDIUM
Analyzed
Sep 16, 2026, 05:50 AM