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The mechanics

Hook
Style
Tone
Written for

Analysis by ViralLoop — not written by the original author.

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Post by Lily Liu on X

Lily Liu@eqhylxx

🚀🚀Just spun up gpt-oss-20B with vLLM on NVIDIA’s brand-new DGX Spark machine — a surprisingly powerful little box! This isn’t a rigorous benchmark, but early numbers look promising on a quick test (512×128 tokens) with stable serving and smooth setup!

931 likes47 repliesPosted Oct 14, 2025

View the original on X Written by Lily Liu. 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

Leads with a specific number, which is concrete enough to be worth a second of attention.
Uses concrete numbers instead of vague claims, which makes it credible and quotable.
Short enough to read in full without expanding, which removes a step before the point lands.

The mechanics

Hook: Leads with a number
Structure: Hook
Style: Conversational paragraphs at a steady pace.
Tone: energetic
Mechanisms: Specificity
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

Posts built the same way

We've raised $65 billion in Series H funding at a $965 billion post-money valuation, led by @AltimeterCap, Dragoneer, @Greenoaks, and @sequoia. This investment will help us advance our research and expand our capacity to meet growing demand for Claude.

As part of our $600B commitment, Mac mini will be produced in the US for the first time later this year! We're accelerating our progress even further— producing more AI servers and opening an all-new Apple Advanced Manufacturing Center for hands-on training.

Disney has cancelled their deal with OpenAI. They planned to invest $1 billion into the company and let Sora have access to AI generate videos of characters from Disney, Marvel, Pixar and Star Wars. (Source: t.co

ANTHROPIC VALUATION: $965B WALMART VALUATION: $940B ANTHROPIC REVENUE: $20B WALMART REVENUE: $725B BUT AI IS NOT A BUBBLE, RIGHT?

I will soon be introducing a bill to give the public a 50% ownership stake in the largest AI companies in America. This would guarantee that the trillions created by AI are used to improve the lives of all of us — and block oligarch decisions that harm the American people.

We’ve raised $30B in funding at a $380B post-money valuation. This investment will help us deepen our research, continue to innovate in products, and ensure we have the resources to power our infrastructure expansion as we make Claude available everywhere our customers are.

Lily Liu on AI · ViralLoop