ViralLoop

After 100 million tokens, performance was still going up. What we're seeing here is not the capability ceiling. From the report: "Performance on TLO continues to scale with the amount of inference compute spent, and we have not yet observed a plateau with the best models."

1.4K likes33 repliesPosted Apr 30, 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

Leads with a specific number, which is concrete enough to be worth a second of attention.
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.
Quotes someone directly, which makes the moment concrete rather than summarised.

The mechanics

Hook: Leads with a number
Structure: Hook → Landing
Style: Conversational paragraphs at a steady pace.
Tone: corporate
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Post by Noam Brown on X