major-ai-skills
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Installable agentic skills / AI agent skills (SKILL.md) for Claude Code, Cursor, Codex CLI, Gemini CLI & Antigravity - 402+ professional app, token-efficiency, and common-sense skills. SEO/GEO ready.
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Markdown
name: treat-ai-answers-as-first-drafts
description: "Review AI-generated drafts for factual accuracy, voice, completeness, and fit before final use."
category: common-sense
risk: safe
source: self
source_type: self
date_added: "2026-08-26"
tags: ["first-drafts", "human-finishing", "quality-control", "authenticity", "editing", "prompt-engineering"]
tools: ["claude", "cursor", "gemini", "codex", "chatgpt"]
# 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 80/20 Production Model │
│ │
│ [ 0% ──► 80%: AI ENGINE (30 Seconds) ] │
│ • Structure, research scaffolding, syntax, initial draft │
│ │
│ [ 80% ──► 100%: HUMAN FINISHING PASS (2-3 Minutes) ] │
│ 1. FACT GROUNDING ──► Verify numbers, dates, links │
│ 2. VOICE INFUSION ──► Add personal anecdotes & opinion │
│ 3. CLICHÉ EXCISION ──► Strike out synthetic AI buzzwords │
│ 4. FINAL QA SIGN-OFF ──► Align with strategic goals │
└─────────────────────────────────────────────────────────────┘
```
## 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
```markdown
Generate a **Rough Working Draft** for [TOPIC / PROPOSAL].
Instructions:
- Focus on strong structure, comprehensive coverage, and logical flow.
- Highlight any areas where you made assumptions with `[NEEDS_USER_DATA]`.
- I will perform the final voice polish and factual verification.
```
## 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."**