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The mechanics

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Analysis by ViralLoop — not written by the original author.

Max Weinbach on Engineering · ViralLoop

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Post by Max Weinbach on X

Max Weinbach@mweinbach

This is smart from AWS Azure had exclusivity for the OpenAI API, but the Stateful Runtime Environment seems like a product API not model API, so AWS can host/offer it without interfering with the Azure model API exclusivity

150 likes2 repliesPosted Feb 27, 2026

View the original on X Written by Max Weinbach. 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

Opens with a short, self-contained line that is easy to take in at a glance.
The opening line stands alone, so it reads completely before the post is expanded.
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: Conversational paragraphs at a steady pace.
Tone: plain, matter-of-fact
Written for: Engineers and technical teams

Analysis by ViralLoop — not written by the original author.

Topics

Engineering AI Product

Posts built the same way

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twitter hype is out of control again. we are not gonna deploy AGI next month, nor have we built it. we have some very cool stuff for you but pls chill and cut your expectations 100x!

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Chris Pavlovski 🏴‍☠️

Google just found out that they can't rig the search market to exclude their competitors anymore. And soon a cabal of advertisers and agencies will find out that they can't arbitrarily engineer a boycott of Rumble & X. We've joined @X to sue them, and we'll see them in court.

More from Max Weinbach

Another fun demo of Astra, I realized like 3.5 hours ago I didn't have a cool enough demo In 75 minutes, I gave it the same simulate macOS 27 prompt. It's BY FAR the best output I've seen. If you log in, it also has cloud sync and working apps t.co

I think the Mac mini with M6, 32GB of RAM and whatever storage is the perfect value Qwen3.8 27B machine Full Mac, full computer, new GPU/ANE should help model perf. I don't know if you can beat this package for $1499

M6 in the Mac mini now has support for fp8 ops on the matrix cores in the GPU But even cooler it has 2 neural engines. There are a total of neural-engine cores with two 16-core neural engines, then can work in tandem for a single operation or work on two simultaniously

I have always thought Apple Watch + AirPods + iPhone has made the most sense for AI hardware It’s easy and works as your normal products too. Apple seems to be at least sorta heading in that direction as an option

Cook essentially just said on the earnings call that Chinese memory, if they could use it, would help on the supply side and they are not sure about the pricing side Essentially, they just need access and it doesn't necessarily mean it's "cheap Chinese memory"

For those worried MacBook Neo would hurt Apple's product margin, from the earnings call: "Products gross margin was 40.1%, up 140 basis points sequentially. This also included a benefit from the tariff refunds, which had a favorable impact of over 2.5%."