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Why it worked

The mechanics

Hook
Style
Tone
Written for

Analysis by ViralLoop — not written by the original author.

Martin Pacesa on Engineering · ViralLoop

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Post by Martin Pacesa on X

Martin Pacesa@MartinPacesa

Although it is a very exciting development, it is sad to see that no code will be released, which would not be allowed for academic institutions @nature. It was clear that weights will not be released (despite being trained purely on public data) but this I did not expect.

210 likes3 repliesPosted May 8, 2024

View the original on X Written by Martin Pacesa. Captured Sep 4, 2026.

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28

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

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: Plain observation
Structure: Hook
Style: Conversational paragraphs at a steady pace.
Tone: personal
Written for: Engineers and technical teams

Analysis by ViralLoop — not written by the original author.

Topics

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