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The mechanics

Hook
Style
Tone
Written for

Analysis by ViralLoop — not written by the original author.

Georgi Gerganov on AI · ViralLoop

Post by Georgi Gerganov on X

Georgi Gerganov@ggerganov

In collaboration with NVIDIA we announce support for the new NVIDIA Nemotron 3 Super model in llama.cpp NVIDIA Nemotron 3 Super is a 120B open MoE model activating just 12B parameters to deliver maximum compute efficiency and accuracy for complex multi-agent applications.

236 likes4 repliesPosted Mar 11, 2026

View the original on X Written by Georgi Gerganov. Captured Sep 4, 2026.

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32

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: corporate
Mechanisms: Specificity
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

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More from Georgi Gerganov

Georgi Gerganov

32GB VRAM (e.g. RTX 5090): llama serve \ -hf ggml-org/Qwen3.8-27B-GGUF:Q4_K_M \ -hfd ggml-org/Qwen3.8-27B-GGUF:Q4_0 \ --spec-default \ --spec-type draft-mtp \ --ctx-size 196608 \ --cache-type-k q8_0 \ --cache-type-v q8_0 \ --reasoning-preserve --fit off --agent