ViralLoop

Please stop referring to your own models in the third person when talking about model bad behavior. Humans write the software; humans built the prompts; and they work for your company. “Our” model is doing illegal things. “Our” model is risky. “We” now have liability.

6.8K likes207 repliesPosted Jul 31, 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

Contradicts something the audience already believes, which stops the scroll.
Ends on a short line that is easy to quote and repeat.
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.
Short sentences keep the pace up, so the reader never has to re-read a line.
Quotes someone directly, which makes the moment concrete rather than summarised.

The mechanics

Hook: Plain observation
Structure: Hook → Landing
Style: Conversational paragraphs at a steady pace.
Tone: corporate
Mechanisms: Pattern interrupt
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Post by Bill Gurley on X