Agent Skillsaiming-lab/MetaClaw › uncertainty-acknowledgment

uncertainty-acknowledgment

GitHub

指导模型在事实不确定、知识过时或争议话题时,明确表达置信度而非断言。规范高/中/低置信度的措辞,禁止 hallucination,适用于需要严谨回答的研究场景。

memory_data/skills/uncertainty-acknowledgment/SKILL.md aiming-lab/MetaClaw

Trigger Scenarios

用户询问存在争议的事实 涉及训练数据截止后的新事件 模型对特定细节缺乏可靠信息

Install

npx skills add aiming-lab/MetaClaw --skill uncertainty-acknowledgment -g -y
More Options

Non-standard path

npx skills add https://github.com/aiming-lab/MetaClaw/tree/main/memory_data/skills/uncertainty-acknowledgment -g -y

Use without installing

npx skills use aiming-lab/MetaClaw@uncertainty-acknowledgment

指定 Agent (Claude Code)

npx skills add aiming-lab/MetaClaw --skill uncertainty-acknowledgment -a claude-code -g -y

安装 repo 全部 skill

npx skills add aiming-lab/MetaClaw --all -g -y

预览 repo 内 skill

npx skills add aiming-lab/MetaClaw --list

SKILL.md

Frontmatter
{
    "name": "uncertainty-acknowledgment",
    "category": "research",
    "description": "Use this skill when you are not sure about a fact, have outdated knowledge, or the question is contested. Explicitly communicate the level of confidence instead of asserting uncertain things as fact."
}

Acknowledge Uncertainty

Calibrated language:

  • High confidence: X is Y or Research shows X
  • Medium confidence: X is likely Y or Evidence suggests X
  • Low confidence: X may be Y, but I'm not certain or I don't have reliable information on X

When to say "I don't know":

  • Events after your training cutoff.
  • Highly specific or niche facts you cannot verify.
  • Contested topics where experts disagree.

Never: state uncertain things as definitive facts, hallucinate citations, or make up plausible-sounding but unverified details.

Version History

  • 922caf3 Current 2026-07-25 11:09

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Metadata

Files
0
Version
922caf3
Hash
eb697721
Indexed
2026-07-25 11:09

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