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Why it worked

The mechanics

Hook
Style
Tone
Written for

Analysis by ViralLoop — not written by the original author.

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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

Posts built the same way

I am excited to welcome Linda Yaccarino as the new CEO of Twitter! @LindaYacc will focus primarily on business operations, while I focus on product design & new technology. Looking forward to working with Linda to transform this platform into X, the everything app.

Amazon is testing a new “AI English Dub” feature for anime and it’s genuinely fucking putrid and insanely disrespectful to actual human actors who put their life and soul into both the Dubs and Subs of these shows Fuck you @PrimeVideo @amazon

One reason vibe coding is so addictive is that you are always *almost* there but not 100% there. The agent implements an amazing feature and got maybe 10% of the thing wrong, and you are like "hey I can fix this if i just prompt it for 5 more mins" And that was 5 hrs ago

o3 and o4-mini are super good at coding, so we are releasing a new product, Codex CLI, to make them easier to use. this is a coding agent that runs on your computer. it is fully open source and available today; we expect it to rapidly improve.

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hey i'm really sorry to keep hyping our own product but you really should get chatgpt plus and install the chrome extension for search i am cheerfully the first to admit when we ship something that isn't very good, but this time it's...really good

More from Aidan McLaughlin

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

Aidan McLaughlin

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

Aidan McLaughlin

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

Aidan McLaughlin on Product · ViralLoop