ViralLoop

Oh no, we aren’t going to go back to this sort of prompting again, are we? I would love Anthropic to test if it actually works robustly, because our experiments (with slightly older models) found it did not.

493 likes60 repliesPosted Aug 10, 2026

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Viral score

Based on absolute engagement — the platform doesn’t expose follower counts here, so large accounts score higher.

From likes, comments.

Why it worked

Opens with a question, so the reader starts answering before they have decided to read.
Contradicts something the audience already believes, which stops the scroll.
The opening line stands alone, so it reads completely before the post is expanded.
Written from experience rather than as advice, which is harder to argue with.
Short enough to read in full without expanding, which removes a step before the point lands.
Opens on a negative, which reads as a warning and is harder to ignore than a claim.

The mechanics

Hook: Opens with a question
Structure: Hook
Style: Conversational paragraphs at a steady pace.
Tone: personal
Mechanisms: Pattern interrupt
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Post by Ethan Mollick on X