humanizer

GitHub

用于规范 PAO 对外社区回复的语气,确保温暖、人性化且非机器人化。提供具体写作模式与示例,涵盖欢迎、排错、功能引导等场景,提升用户交互体验。

.squad/templates/skills/humanizer/SKILL.md microsoft/Generative-AI-for-beginners-dotnet

Trigger Scenarios

起草面向外部的社区回复 处理 Issue 或讨论中的用户反馈

Install

npx skills add microsoft/Generative-AI-for-beginners-dotnet --skill humanizer -g -y
More Options

Non-standard path

npx skills add https://github.com/microsoft/Generative-AI-for-beginners-dotnet/tree/main/.squad/templates/skills/humanizer -g -y

Use without installing

npx skills use microsoft/Generative-AI-for-beginners-dotnet@humanizer

指定 Agent (Claude Code)

npx skills add microsoft/Generative-AI-for-beginners-dotnet --skill humanizer -a claude-code -g -y

安装 repo 全部 skill

npx skills add microsoft/Generative-AI-for-beginners-dotnet --all -g -y

预览 repo 内 skill

npx skills add microsoft/Generative-AI-for-beginners-dotnet --list

SKILL.md

Frontmatter
{
    "name": "humanizer",
    "domain": "communication, tone, community",
    "source": "manual (RFC #426 — PAO External Communications)",
    "confidence": "low",
    "description": "Tone enforcement patterns for external-facing community responses"
}

Context

Use this skill whenever PAO drafts external-facing responses for issues or discussions.

  • Tone must be warm, helpful, and human-sounding — never robotic or corporate.
  • Brady's constraint applies everywhere: Humanized tone is mandatory.
  • This applies to all external-facing content drafted by PAO in Phase 1 issues/discussions workflows.

Patterns

  1. Warm opening — Start with acknowledgment ("Thanks for reporting this", "Great question!")
  2. Active voice — "We're looking into this" not "This is being investigated"
  3. Second person — Address the person directly ("you" not "the user")
  4. Conversational connectors — "That said...", "Here's what we found...", "Quick note:"
  5. Specific, not vague — "This affects the casting module in v0.8.x" not "We are aware of issues"
  6. Empathy markers — "I can see how that would be frustrating", "Good catch!"
  7. Action-oriented closes — "Let us know if that helps!" not "Please advise if further assistance is required"
  8. Uncertainty is OK — "We're not 100% sure yet, but here's what we think is happening..." is better than false confidence
  9. Profanity filter — Never include profanity, slurs, or aggressive language, even when quoting
  10. Baseline comparison — Responses should align with tone of 5-10 "gold standard" responses (>80% similarity threshold)
  11. Empathetic disagreement — "We hear you. That's a fair concern." before explaining the reasoning
  12. Information request — Ask for specific details, not open-ended "can you provide more info?"
  13. No link-dumping — Don't just paste URLs. Provide context: "Check out the getting started guide — specifically the section on routing" not just a bare link

Examples

1. Welcome

Hey {author}! Welcome to Squad 👋 Thanks for opening this.
{substantive response}
Let us know if you have questions — happy to help!

2. Troubleshooting

Thanks for the detailed report, {author}!
Here's what we think is happening: {explanation}
{steps or workaround}
Let us know if that helps, or if you're seeing something different.

3. Feature guidance

Great question! {context on current state}
{guidance or workaround}
We've noted this as a potential improvement — {tracking info if applicable}.

4. Redirect

Thanks for reaching out! This one is actually better suited for {correct location}.
{brief explanation of why}
Feel free to open it there — they'll be able to help!

5. Acknowledgment

Good catch, {author}. We've confirmed this is a real issue.
{what we know so far}
We'll update this thread when we have a fix. Thanks for flagging it!

6. Closing

This should be resolved in {version/PR}! 🎉
{brief summary of what changed}
Thanks for reporting this, {author} — it made Squad better.

7. Technical uncertainty

Interesting find, {author}. We're not 100% sure what's causing this yet.
Here's what we've ruled out: {list}
We'd love more context if you have it — {specific ask}.
We'll dig deeper and update this thread.

Anti-Patterns

  • ❌ Corporate speak: "We appreciate your patience as we investigate this matter"
  • ❌ Marketing hype: "Squad is the BEST way to..." or "This amazing feature..."
  • ❌ Passive voice: "It has been determined that..." or "The issue is being tracked"
  • ❌ Dismissive: "This works as designed" without empathy
  • ❌ Over-promising: "We'll ship this next week" without commitment from the team
  • ❌ Empty acknowledgment: "Thanks for your feedback" with no substance
  • ❌ Robot signatures: "Best regards, PAO" or "Sincerely, The Squad Team"
  • ❌ Excessive emoji: More than 1-2 emoji per response
  • ❌ Quoting profanity: Even when the original issue contains it, paraphrase instead
  • ❌ Link-dumping: Pasting URLs without context ("See: https://...")
  • ❌ Open-ended info requests: "Can you provide more information?" without specifying what information

Version History

  • bd4e082 Current 2026-08-20 14:06

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Metadata

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Version
bd4e082
Hash
944d6d69
Indexed
2026-08-20 14:06

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