alivirgo/major-ai-skills/treat-ai-answers-as-first-drafts
Claude Code and agent skill by alivirgo/major-ai-skills
- community
Checking that the SKILL.md file is still in the repository.
Review AI-generated drafts for factual accuracy, voice, completeness, and fit before final use.
Install
npx vskill@latest install alivirgo/major-ai-skills/treat-ai-answers-as-first-draftsSKILL.md
Treat AI Answers as First Drafts (The 80/20 Finishing Protocol) (AI Skill)
Overview
Copying and pasting raw, unedited AI output directly into an email, client deliverable, or blog post creates immediate reputational risk. Readers quickly recognize the synthetic cadence, tell-tale vocabulary ("delve", "testament", "tapestry"), and unverified assertions.
The 80/20 Finishing Protocol recognizes AI's true superpower: curing the tyranny of the blank page. AI gets you from 0% to 80% in 30 seconds; your job as a professional is to apply the 4-Step Human Finishing Pass to take the work from 80% to 100%.
The 80/20 Division of Labor
The 4-Step Human Finishing Checklist
Before publishing or sending any AI-assisted deliverable:
| Step | Action | What to Look For | |
|---|---|---|---|
| 1. Grounding | Verify every proper noun, statistic, and code import. | Did the AI invent a library or miscalculate a ratio? | |
| 2. Voice Injection | Add 1 personal detail or specific company reference. | Replace generic examples with real client stories. | |
| 3. Cliché Cut | Delete all fluff words. | Strike "Moreover", "Crucial", "It is important to note". | |
| 4. Brevity Trim | Cut total length by 20-30%. | Delete the intro summary and the closing pleasantry. |
Master First-Draft Generation Prompt
Real-World Case Study
Scenario: Writing a Client Project Scope Proposal
Raw AI Draft (80% Complete)
"In today's fast-paced digital ecosystem, having a robust mobile application is crucial for customer engagement. Our comprehensive agile development approach seamlessly delivers end-to-end user satisfaction across all iOS and Android touchpoints..."
Human-Finished Version (100% Polish)
"For our Q4 launch, we are building the iOS and Android checkout flow to reduce mobile cart abandonment. We will deliver the Stripe integration and push notification service in a 4-week sprint, targeting live deployment on November 15th."
Outcome: Transformed from generic corporate filler into a crisp, authoritative, client-ready proposal in 60 seconds.
Summary Best Practice
"AI is your drafting partner, not your spokesperson. Never put your signature on words you wouldn't say out loud."
Security
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- Model reviewPassed
Quality evaluation
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Source
- SKILL.md in the repositoryCheckingskills/treat-ai-answers-as-first-drafts/SKILL.md
Popularity
- Repository stars
- 1
- 7-day trend score
- 3
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