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Max Weinbach on AI · ViralLoop

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Post by Max Weinbach on X

Max Weinbach@mweinbach

I was playing with Gemini 3.1 Pro last night and noticed it was reasoning 2-3x more than previous models It seemed to just give deeper and more nuanced answers to questions or tasks I gave it. It feels like a pretty big upgrade to the model.

319 likes19 repliesPosted Feb 19, 2026

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

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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 concrete numbers instead of vague claims, which makes it credible and quotable.
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: Conversational paragraphs at a steady pace.
Tone: personal, concrete
Mechanisms: Specificity
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

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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%."