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Translate Jargon To Plain English

ASecurity

Translate specialized terminology into plain language and explain its practical implications.

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  • Added October 22, 2026
ai-agentsgo

Works with

  • cursor

Security analysis

A100/100

Scanned October 22, 2026

npx -y skills add alivirgo/Major-AI-Skills --skill translate-jargon-to-plain-english --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: translate-jargon-to-plain-english
description: "Translate specialized terminology into plain language and explain its practical implications."
category: common-sense
risk: safe
source: self
source_type: self
date_added: "2026-08-26"
tags: ["jargon-decoder", "plain-english", "simplification", "medical-translation", "legal-translation", "prompt-engineering"]
tools: ["claude", "cursor", "gemini", "codex", "chatgpt"]
---

# Translate Jargon to Plain English (The 3-Tier Decoder) (AI Skill)

## Overview
Specialized industries (law, medicine, enterprise cloud, finance) use dense, exclusionary terminology that conceals simple concepts behind Latin roots and acronyms (*e.g., "idiopathic thrombocytopenic purpura"*, *"joint and several indemnification"*, *"idempotent egress throttling"*).

The **3-Tier Jargon Decoder Protocol** demystifies dense text by breaking it down into: the **Plain English Definition**, a **Real-World Analogy**, and the **"So What?" Practical Impact**.

---

## The 3-Tier Decoder Architecture

```
┌─────────────────────────────────────────────────────────────┐
│                 The 3-Tier Decoder Pipeline                 │
│                                                             │
│  [ INPUT: Dense Industry Text / Report / Contract ]         │
│                            │                                │
│                            ▼                                │
│  ┌───────────────────────────────────────────────────────┐  │
│  │ 1. PLAIN-ENGLISH TRANSLATION: What it literally means │  │
│  │ 2. REAL-WORLD ANALOGY: How it works in physical terms │  │
│  │ 3. THE "SO WHAT?" IMPACT: What action you need to take│  │
│  └───────────────────────────────────────────────────────┘  │
└─────────────────────────────────────────────────────────────┘
```

---

## Master Jargon Decoder Prompt Templates

### Pattern 1: The 3-Column Jargon Rosetta Stone
Use for reading contracts, insurance policies, or technical specifications:

```markdown
Analyze the attached document / text: [ATTACH TEXT].

Create a **Jargon Decoder Table** with these columns:
| Original Jargon / Acronym | Plain-English Translation (No Jargon) | The "So What?" Practical Impact on Me |

Rules:
- Write translations at an 8th-grade reading level.
- Highlight any hidden obligations, costs, or health risks in bold.
```

---

### Pattern 2: The Medical & Lab Result Translator
Use for reading blood tests, radiology reports, or pathology summaries:

```markdown
Here is a paragraph from my medical lab report: [PASTE LAB TEXT].

Translate this for a patient:
1. **Plain-English Summary**: What did the test find in simple words?
2. **Normal vs. Flagged**: Are the values within normal reference ranges?
3. **Questions for My Doctor**: List 3 specific, informed questions I should ask my physician during my next visit.
```

---

## Real-World Case Study

### Scenario: Translating an Insurance Policy Exclusivity Clause

#### Raw Insurance Jargon
> *"The Insurer shall be subrogated to all the Insured's rights of recovery against any person or organization to the extent of any payment made hereunder, and the Insured shall execute and deliver instruments and papers and do whatever else is necessary to secure such rights and shall do nothing after loss to prejudice such rights."*

#### AI Jargon Decoder Output

| Original Jargon | Plain-English Translation | The "So What?" Practical Impact on You |
| :--- | :--- | :--- |
| **"Subrogated to rights of recovery"** | If the insurance company pays you for your damaged car, they get the legal right to sue the driver who hit you to get their money back. | **Do not sign any private settlement or waiver** with the other driver after an accident. If you sign away their liability, your insurer can legally refuse to pay your claim! |

---

## Summary Best Practices
- **Always ask for the "So What?"**: The literal definition isn't enough; you need to know how the term affects your money, health, or workload.
- **Enforce an 8th-grade reading level**: Keeps the output crisp and conversational.

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