Vague Prompts Break Everything

October 2, 2025
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Ever seen someone ask an LLM, “Write me a blog post,” and then wonder why the output’s generic, off-brand, or just plain wrong?

That’s because AI doesn’t read minds—it follows instructions. Think of it like an extremely high-IQ child. Brilliant—but ask it vague questions, and they give you a blank stare.

There’s a classic peanut butter & jelly sandwich experiment that illustrates this perfectly… and it’s brutal. Have you done it?

Here’s what you’re going to learn today:

  • The PB&J Sandwich 🥪
  • Why High-IQ Thinking Beats Prompting
  • What Makes “Extremely High-IQ Child” Prompts Work
  • 5 Project-Based Structures to Use Instead of Prompts
  • How to Shift Your Mindset—and Your AI Results

Part 1: The Peanut Butter & Jelly Sandwich Micdrop

Here’s the experiment in a nutshell:

Kids write down instructions like “Take bread, spread peanut butter, add jelly.” Dad (or AI) follows it literally, missing dozens of assumptions—like opening the jar, using the blade side, putting it on a plate. The result? A sandwich that’s chaos on a plate: plastic bread, butter-knife mishaps, mess everywhere .

That’s how LLMs operate. They execute your words—without your context. And without detail, you’re setting them up for failure.


Part 2: Why High-IQ Child Thinking Beats Prompting

Prompts are band-aids. They might get the job done once, but they don’t scale. You’re stuck recreating that perfect prompt over and over.

Treat AI like a bright child instead:

  • Give it structured context (brand documents, tone guides)
  • Define its role (“You’re a 10x growth marketer”)
  • Provide sequence and process—not just goals

Then, it delivers—not guesses.


Part 3: What “Extremely High-IQ Child” Prompts Look Like

You wouldn’t tell a child “go clean your room” and expect perfection. Instead you’d say:

  1. “Begin by gathering all clothes off the floor into a hamper.”
  2. “Then sort them by color.”
  3. “Fold and organize each pile.”

Same with AI. Here’s how it translates:

Instead of: “Write my newsletter.”

You do:

  • “Here’s our brand voice.”
  • “Target reader: SaaS founders.”
  • “Objective: nurture leads into demo requests.”
  • “Follow this outline: hook, value prop, social proof, CTA.”

That’s it. Clarity unlocks performance.


Part 4: 5 Project-Based Structures You Must Build First

Before firing off prompts, build these:

1. Context Upload Stack

  • Brand docs, tone guides, past content

2. Role Definitions

  • “You are a fintech copywriter” or “a B2B SDR” 

3. Step-by-Step Outlines

  • Define sections: hook, insight, proof, CTA 

4. Iteration & Feedback System

  • Ask for v1 → give edits → refine

5. Process Library

  • Templates for blogs, emails, ads, reports

These structures let AI think consistently. No guesswork.


Part 5: Shift Your Mindset (and Your Team’s) Forever

Internalize this:

  • AI isn’t a tool — it’s your junior strategist.
  • Prompting is primitive — projects are powerful.
  • Clarity is leverage — vagueness is a tax.

This isn’t just efficiency. It’s a competitive edge. Systems thinking transforms random outputs into scalable assets.


Conclusion & CTA

You’ve seen the PB&J error—don’t replicate it in your AI workflows.

Want a Plug‑and‑Play “High‑IQ Child” Project Setup?
DM me “CLARITY”, and I’ll send you:

  • A Project Starter Kit (incl. overlays, role scripts, iteration loops)
  • Real-world examples using this framework
  • Email templates, SOPs, and a voice prompt bundle

Stop prompting. Start building. Let’s make your AI output the masterpiece it can be.


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