empirical-prompt-tuning

Pass

Audited by Gen Agent Trust Hub on Aug 21, 2026

Risk Level: SAFEPROMPT_INJECTION
Full Analysis
  • [PROMPT_INJECTION]: The skill's workflow involves dispatching subagents to execute and evaluate user-provided prompts. This exposes the subagent to indirect prompt injection risks if the prompt being tuned contains malicious instructions designed to hijack the subagent's execution context.\n
  • Ingestion points: The 'target prompt' and 'scenario' content are interpolated into the subagent's system instructions in the 'Subagent invocation contract' section of SKILL.md.\n
  • Boundary markers: While the contract uses Markdown headers for structure, it lacks explicit isolation markers or security directives to prevent the subagent from obeying instructions embedded within the target prompt.\n
  • Capability inventory: The subagent is dispatched using the 'Task' tool, granting it potential access to the agent's full toolset, including file system and shell operations.\n
  • Sanitization: The skill does not define specific sanitization or escaping logic for the untrusted prompt content before it is passed to the subagent.
Audit Metadata
Risk Level
SAFE
Analyzed
Aug 21, 2026, 01:25 AM
Security Audit — agent-trust-hub — empirical-prompt-tuning