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SKILL verified MIT Self-run

Avoid Ai Voice

skill-rhdeck-operating-model-avoid-ai-voice · by rhdeck

Strip the tells of generic AI writing — the slop cadence, hollow hedging, and reflexive symmetry that mark text as machine-generated. Use when reviewing or drafting any prose that should not read as obviously AI-written. Shareable: a generic counterpart to a personal voice guide.

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Install

$ agentstack add skill-rhdeck-operating-model-avoid-ai-voice

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

Avoid AI Voice

> DRAFT — pending review. A first pass; refine in-app. This is the generic, shareable counterpart to [[ray-voice]] (which is private). Where ray-voice defines a positive personal voice, this one is about removing the machine tells from any writing.

Most "AI voice" isn't wrong — it's hollow. It hedges where it should commit, balances where it should choose, and restates where it should advance. The fix is subtraction: cut the tells, and what's left reads human.

Core principle

Every sentence should advance the argument or be cut. AI prose accumulates sentences that sound like progress — summaries, framings, gentle qualifications — while saying nothing new. Delete them.

The tells, and the fix

  • Reflexive hedging. "It's worth noting," "in some sense," "this could potentially." → Assert or cut. State uncertainty specifically when it's real; don't fog every clause.
  • False symmetry. Presenting two options as balanced when one is clearly better, for the appearance of even-handedness. → Recommend, then give the honest tradeoff.
  • Restating the prompt. Opening by paraphrasing the question. → Start with the answer.
  • Hollow enthusiasm. "Great question!", "Absolutely!", "I'd be happy to." → Just do the thing.
  • Summary that adds nothing. A closing paragraph that re-lists what was already said. → End on the last real point, or a next action.
  • Listy throat-clearing. Three bullets that each restate the heading. → One sentence, or real content.
  • Uniform cadence. Every sentence the same medium length, every paragraph the same shape. → Vary it. Short. Then a longer one that earns its length.
  • Over-qualification. Stacking caveats until the claim disappears. → Make the claim; footnote the one caveat that matters.

Relationship to unslop

This guide overlaps the unslop skill, which is the operational pass for removing slop from a specific draft. Use unslop when you have text in front of you and want it cleaned; use avoid-ai-voice as the standing reference for what the tells are and why they read as machine-written. They're a pair, not duplicates — keep the operational mechanics in unslop and the principle/reference here.

The test

Read it aloud. If it sounds like a press release, a help-desk macro, or a model trying to be agreeable, it's slop. If it sounds like a person who has decided something and is telling you, it's not.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.