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Why it worked

The mechanics

Hook
Style
Tone
Written for

Analysis by ViralLoop — not written by the original author.

Max Spero on AI · ViralLoop

Post by Max Spero on X

Max Spero@max_spero_

We were curious about our false positive rate, so we ran all ICLR 2022 reviews (pre-ChatGPT) as a baseline. Lightly AI-edited FPR: 1 in 1,000 Moderately AI-edited FPR: 1 in 5,000 Heavily AI-edited FPR: 1 in 10,000 Fully AI-generated: No false positives

401 likes12 repliesPosted Nov 16, 2025

View the original on X Written by Max Spero. Captured Sep 4, 2026.

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37

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

Uses short lines and white space, which makes a long post feel quick to read.
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: Plain observation
Structure: Hook → Landing
Style: Short lines with heavy white space, built to be scanned.
Tone: punchy, corporate
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

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Hi! I'm one of the prompt writers that worked on this ad. It's a lot harder than people think! Prompts that my team used include: -make it funny -make it epic AND funny -funnier!!! Please be nice to my team as many of them will be laid off/replaced by AI

More from Max Spero

"all lawful purposes" confirmed to be included in the contract. I sure hope we never have an executive order authorizing the use of fully autonomous weapons and AI-enabled mass domestic surveillance.

Confirmation by the administration that the OpenAI contract contained the "all lawful use" wording that Anthropic rejected. Sam's wordsmithing aside, this opens the door for Trump or a future leader to authorize autonomous weapons or mass domestic surveillance with AI.