ViralLoop

I'm a bit giddy over the fact that this is by all visible measures a frontier level model, if not THE frontier model, for agentic tasks. And you can run it. In it's native precision. On 2 M3 Ultras. Pretty fast. In MLX.

503 likes27 repliesPosted Nov 7, 2025

Remix this post

Your note

Private to you, and used when you remix this post.

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

Ends on a short line that is easy to quote and repeat.
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.
Short sentences keep the pace up, so the reader never has to re-read a line.
Opens on a negative, which reads as a warning and is harder to ignore than a claim.

The mechanics

Hook: Announcement
Structure: Hook → Landing
Style: Conversational paragraphs at a steady pace.
Tone: personal
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Post by Awni Hannun on X