Prompt Engineering Myths Everyone Still Believes
Most prompt engineering advice is cargo cult science. Here's what research actually says about chain-of-thought, few-shot learning, personas, and "magic phrases."
You've seen the tips everywhere: "Think step by step." "You are an expert." "Here are 10 examples." But when researchers actually tested these techniques, the results were far off from popular advice and tips. Chain-of-thought can drop accuracy by 36%. Role prompts showed zero improvement across 162 personas tested. And the "optimal" prompt phrases are model-specific — there's no universal magic.
In this video, I break down four po…
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Chapters (6)
What is Cargo Cult Prompting?
0:44
Myth 1: Chain-of-Thought Always Helps
1:57
Myth 2: Few-Shot Labels Teach the Model
3:10
Myth 3: Personas Make AI Smarter
4:02
Myth 4: Magic Phrases Work Everywhere
4:50
What Actually Works
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