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Why it worked

The mechanics

Hook
Style
Tone
Written for

Analysis by ViralLoop — not written by the original author.

Aidan McLaughlin on Product · ViralLoop

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Post by Aidan McLaughlin on X

Aidan McLaughlin@aidan_mclau

ignore literally all the benchmarks the biggest o3 feature is tool use ofc it's smart, but it's also just way more useful >deep research quality in 30 seconds >debugs by googling docs and checking stackoverflow >writes whole python scripts in its CoT for fermi estimates

1.3K likes59 repliesPosted Apr 16, 2025

View the original on X Written by Aidan McLaughlin. Captured Sep 4, 2026.

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44

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 with a short, self-contained line that is easy to take in at a glance.
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.
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
Written for: Product teams

Analysis by ViralLoop — not written by the original author.

Topics

Product Engineering Science

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Aidan McLaughlin

welcome gpt-5.1 instant! 🧠 better than 4o EQ and IQ 🍓 first chat model to use CoT! 🏎️ still just as fast as gpt-5 instant ✅ likely the safest chatbot in the world super proud to have helped train this model with an incredible team

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heard from some startup engineers that they lost several work hours gawking, stupefied, after they plugged 4.1 mini/nano into every previously-expensive part of their stack you can just do gpt-4o-quality things 25 × cheaper now

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craziest thing about 2.0 flash imo is its style control score usually small models can game standard lmsys with markdownification, but flash seems like the real deal very excited to try this