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Execution-based verification guardrail with 14 check items for AI agent output
Solving the biggest trust problem with AI agents. Not with "double-check that" prompts, but with 14 execution-based verification items.
AI agents carry the following trust issues:
| Problem Type | Example |
|---|---|
| Path hallucination | References non-existent files/directories as if they exist |
| Command hallucination | Describes uninstalled binaries as if they run normally |
| Library hallucination | Writes code that imports packages that don't exist on npm/pip |
| Numerical hallucination | States unsourced statistics/percentages as fact |
| Completeness hallucination | Reports "done" while leaving TODO/PLACEHOLDER behind |
| Consistency hallucination | Uses different names for the same concept within a document |
npx skills add LeoYeAI/openclaw-master-skills --skill reikys-hallucination-guardHow clear and easy to understand the SKILL.md instructions are, rated from 1 to 5.
Mostly clear, but there are still a few confusing or poorly structured parts.
How directly an agent can act on the SKILL.md instructions, rated from 1 to 5.
Partially actionable with several concrete steps, but still missing important details.