ViralLoop

don't write this off as "fast, non-frontier-lab model == dumb & not worth my time" it's smarter than the SOTA models were this summer and also way faster (more chances to iterate/fix in same time, less waiting) 1 pt of reference: SWE-1.5 > GPT-5 (high) on SWE-Bench Pro!

231 likes23 repliesPosted Oct 29, 2025

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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 by telling you what not to do — harder to scroll past than advice.
Contradicts something the audience already believes, which stops the scroll.
Follows a clear Hook → Context → Landing shape, so the reader always knows where they are.
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.

The mechanics

Hook: Tells you what not to do
Structure: Hook → Context → Landing
Style: Conversational paragraphs at a steady pace.
Tone: personal, energetic, punchy
Mechanisms: Pattern interrupt
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

AI Science

Post by andrew gao on X