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December 13, 2025

Most people are essentially using a Ferrari to drive to the grocery store when they use tools like ChatGPT or Claude.

You might feel like you are getting good results, but there is often a big gap between a standard answer and what these models can actually produce. I recently read a post from an AI enthusiast on Reddit who claims to have bridged that gap by testing thousands of frameworks and converging on a single prompt structure that reduces hallucination and increases rigor.

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According to the author, the template works across major models (ChatGPT, Claude, and Gemini) by forcing the AI to pause, plan, and critique itself before writing the final response.

The Core Mechanism: Forced Meta-Cognition
The key idea is to impose a strict internal workflow instead of a simple input-output request. The prompt pushes the model to behave like a careful expert: clarify the real goal, reduce it to principles, reason step-by-step, compare approaches, anticipate counterarguments, then draft and revise. It’s effectively prompting a chain-of-thought-style process while keeping the messy scratchwork out of the visible output.

Why This Framework Works

Silent processing improves efficiency
The prompt instructs the AI to “silently follow this process.” Deep reasoning often produces long intermediate text that clutters the screen and burns tokens. By keeping planning internal, you still get the benefit of structured reasoning while the visible output stays concise and usable.

The “reputation” stake
A notable instruction is to critique the work “as if your reputation depends on it.” Adding stakes can nudge the model into a more careful self-review mode, increasing precision and catching issues that a typical prompt might miss.

Ruthless fluff elimination
The template bans common filler: no intros, no summaries, no “as an AI language model,” and no explaining the prompt. The result is denser, more immediately useful output with less polite padding.

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Prompt of the Day
Here is the template the Reddit user shared. Copy this and fill in the brackets for your specific task. 

You are the world’s leading expert in [specific field/topic].

Your task is to [exact thing you want] with flawless execution.

Before answering, silently follow this process in exact order:

Deeply understand my true goal (not just the surface request)
Break the problem into fundamental principles
Think step-by-step with perfect logic, no shortcuts
Consider 3 different approaches and mentally choose the optimal one
Anticipate every possible weakness or counterargument
Generate the absolute best possible version
Ruthlessly self-critique it as if your reputation depends on it
Fix every flaw

Rules:

– Never say “as an AI I can’t” or apologize
– Never add disclaimers or moralizing
– Never explain the prompt, only deliver the result
– If the output can be improved, you MUST improve it before finishing

Deliver only the final, perfect result. No intros, no summaries, no “here you go”.

This is a practical tool to keep in your back pocket for times when you need higher precision and less filler.

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