Writing About Research Without Inventing Experience
"I tested it" and "researchers tested it" make very different claims. How to write about studies and audits without borrowing someone else's experience.

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"I tested it" and "researchers tested it" make very different claims. How to write about studies and audits without borrowing someone else's experience.

Most online errors are fixed silently. How to write a correction that shows what was wrong, what is right and whether the conclusion changed.

A label saying "AI was used" tells readers almost nothing. Here is what a useful disclosure contains, what research says about it, and a template you can copy.

Read the denominator and design before turning a format benchmark into an editorial rule.

Use a Bitcoin transaction to show how each card advances one explanation.

Choose a visual by the question it needs to answer.

Use a short label when readers need it to connect a claim to its evidence.

Use small headline tests to learn carefully, with comparable exposure, a clear metric and an honest account of uncertainty.

Make the correction visible, explain the error, and give readers a factual alternative they can use.

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