C004 πŸ“‹ AI Reading Prompts 1 Prompt

ELI5 to Expert: A Multi-Level Explanation Prompt

Get explanations at any level: from 5-year-old simple to expert nuanced, using one adaptive AI prompt template.

5 min read 1 Prompt Guide 4 of 8
PR009 The Dense Passage Decoder
Use for information-dense academic or technical writing
This passage is information-dense: “[paste passage]” Create a layered explanation: – Layer 1: The single core point in one sentence – Layer 2: The 3-4 key supporting elements – Layer 3: The nuances, qualifications, and exceptions – Layer 4: What’s deliberately left unsaid or simplified by the author
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How the Layered Approach Works

Dense text creates a specific problem: everything seems equally important. An academic paper might pack three arguments, two qualifications, a methodology note, and an implied critique into a single paragraph. Without a hierarchy, you’re overwhelmed.

The ELI5 prompt for complex topics solves this by requesting explanation in layers. Instead of one flat response, you get four levels of depth β€” and you can stop at any level.

Layer 1 is the “explain like I’m five” level. One sentence. The absolute core. If someone asked “what’s this about?” in an elevator, this is your answer.

Layer 2 adds structure. The 3-4 supporting elements that hold up the core point. Still simple, but now you understand why the core point is true or important.

Layer 3 brings nuance. The qualifications, exceptions, and edge cases. This is where “it’s complicated” becomes specific β€” you learn under what conditions the main claim might not hold.

Layer 4 goes meta. What did the author simplify? What’s implied but not stated? What would experts notice that beginners would miss? This layer is for when you need to critically evaluate the text, not just understand it.

The Template in Action

Let’s say you paste a dense paragraph about monetary policy. Here’s what the layers might look like:

Layer 1: “Central banks raise interest rates to slow inflation by making borrowing more expensive.”

Layer 2: “Supporting elements: (1) Higher rates reduce consumer spending, (2) businesses delay investments, (3) currency strengthens making imports cheaper, (4) expectations shift as people anticipate slower growth.”

Layer 3: “Nuances: This works with demand-driven inflation but not supply shocks. Effects lag by 12-18 months. Small economies can’t raise rates independently without capital flight. The relationship breaks down at very low or very high rate levels.”

Layer 4: “Unsaid: The author assumes inflation expectations are ‘anchored’ and doesn’t address what happens when they’re not. Also omits distributional effects β€” rate hikes hurt borrowers and help savers, which has political implications the passage doesn’t mention.”

Notice how each layer adds complexity without contradicting the previous one. You build understanding progressively instead of drowning in detail.

πŸ’‘ Pro Tip

If you only need a quick grasp, read Layer 1 and stop. If you’re writing about the topic, you need Layer 3. If you’re critiquing or fact-checking, Layer 4 is essential. Match the layer to your purpose.

Examples by Subject Area

For Scientific Papers

Layer 1 gives you the main finding. Layer 2 explains the evidence. Layer 3 reveals the limitations the authors acknowledge. Layer 4 exposes what they didn’t test or assumed without proof.

For Philosophy

Layer 1 states the thesis. Layer 2 outlines the argument structure. Layer 3 addresses counterarguments and qualifications. Layer 4 shows what the philosopher takes for granted β€” the hidden premises.

For Legal Documents

Layer 1 gives you the bottom line β€” what you can or can’t do. Layer 2 explains the conditions and requirements. Layer 3 covers exceptions and edge cases. Layer 4 reveals what’s ambiguous or likely to be contested.

For Technical Documentation

Layer 1 tells you what the thing does. Layer 2 explains how to use it. Layer 3 covers configuration options and limitations. Layer 4 reveals what the docs don’t tell you β€” common pitfalls, implicit requirements.

Common Mistakes to Avoid

Mistake 1: Skipping Layer 1. Even if you’re an expert, start with the core point. Dense text can bury the main idea in qualifications. Layer 1 ensures you haven’t missed the forest for the trees.

Mistake 2: Treating all layers as equally important. They’re not. Layer 1 is always essential. Layer 4 is only for deep analysis. Don’t spend time on nuances if you just need the gist.

Mistake 3: Using this for simple text. If the passage is already clear, layered explanation adds complexity without benefit. Use the no-fluff prompt instead for straightforward content.

Mistake 4: Not following up. If a layer confuses you, ask AI to expand just that layer. “Can you give me more examples for Layer 3?” is better than re-running the whole prompt.

πŸ“Œ When to Use This vs Other Prompts

Use the layered prompt when text is dense β€” lots of information packed tightly. Use the simplify complex text workflow when text is difficult β€” unclear language or assumed knowledge. Dense and difficult are different problems. Sometimes you face both β€” use both prompts.

The AI Reading Prompts Library has tools for every comprehension challenge. The article understanding prompts give you a full toolkit. But for dense academic or technical writing, start here β€” with layers.

Frequently Asked Questions

ELI5 stands for ‘Explain Like I’m 5’ β€” a request for the simplest possible explanation of a complex topic. The layered prompt approach starts at ELI5 level (Layer 1) and builds up to expert nuance (Layer 4), letting you stop wherever you need.
Use the Dense Passage Decoder prompt (PR009) which creates four layers: core point in one sentence, key supporting elements, nuances and exceptions, and what’s deliberately left unsaid. Each layer adds complexity β€” stop at whatever level serves your purpose.
Use layered explanations for information-dense academic or technical writing where you need to understand the core idea before tackling complexity. Use regular summaries for news articles or straightforward content where depth isn’t the challenge.
Yes. The layered approach works for scientific papers, legal documents, philosophy, economics, technical documentation β€” any text where understanding the hierarchy of ideas matters more than just getting the gist.
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4 More Prompt Guides Await

You’ve learned layered explanations. Next, explore Socratic questioning, vocabulary building, and structured reading methods.

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