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I Read OpenAI’s GPT‑5.2 Prompting Guide So You Don’t Have To

(And I turned it into copy/paste templates you can use today.)

8 min read18 hours ago

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Two weeks ago, ChatGPT gave a “perfect” answer that was useless. It sounded confident. It was formatted nicely. It even had a plan. And it still missed the point. That’s when it clicked: most people don’t have an “AI problem”… they have a prompt shape problem.​

OpenAI’s official GPT‑5.2 prompting guide is basically a blueprint for fixing that — especially if you use ChatGPT for work: writing, studying, research, planning, or running projects. GPT‑5.2 is built to be more accurate, more disciplined, and better at structured workflows, but it’s still sensitive to how you ask — tone, length, and format matter more than people think.​

So here’s the shortcut: the handful of patterns from the guide that reliably make outputs clearer, shorter, and more correct — without needing to be a developer.​​

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Source: Made by Author

A Quick Table of Contents

The one prompt recipe anyone can use​
Pattern 1: Control length (stop the essay)​
Pattern 2: Kill scope creep (do only what I asked)​
Pattern 3: Long context without losing details​
Pattern 4: Ambiguity rules (no confident guessing)​
Pattern 5: The 20‑second self-check (high-stakes outputs)​
6 copy/paste

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Towards AI

Published in Towards AI

Making AI accessible to 100K+ learners. Find the most practical, hands-on and comprehensive AI Engineering and AI for Work certifications at academy.towardsai.net - we have pathways for any experience level. Monthly cohorts still open — use COHORT10 for 10% off!

Adham Khaled

Written by Adham Khaled

Embedded Systems Engineer || AI & Tech enthusiast || https://linktr.ee/adhamhidawy

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