ViralLoop

o3 seems to hallucinate >2x more than o1, according to the system card so hallucinations could scale *inversely* with increased reasoning (unlike for increased model size), bc outcome-based optimization incentivizes confident guessing (the Transluce example is kinda hilarious)

481 likes19 repliesPosted Apr 16, 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

Leads with a specific number, which is concrete enough to be worth a second of attention.
Uses concrete numbers instead of vague claims, which makes it credible and quotable.
Follows a clear Hook → Turn → Landing shape, so the reader always knows where they are.
Ends on a short line that is easy to quote and repeat.
Short enough to read in full without expanding, which removes a step before the point lands.

The mechanics

Hook: Leads with a number
Structure: Hook → Turn → Landing
Style: Conversational paragraphs at a steady pace.
Tone: concrete, punchy
Mechanisms: Specificity
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Post by Ryan Lowe on X