ViralLoop

Very bad idea. Administrations of the future will force labs to imbue the biases of their side into the models in order to get sign off. This will also reduce the number of labs who can ship models, having to deal with compliance. I cannot advise against this strongly enough.

617 likes67 repliesPosted May 4, 2026

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

Opens with a short, self-contained line that is easy to take in at a glance.
Follows a clear Hook → Context → Context → Landing shape, so the reader always knows where they are.
Ends on a short line that is easy to quote and repeat.
The opening line stands alone, so it reads completely before the post is expanded.
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 → Context → Context → Landing
Style: Conversational paragraphs at a steady pace.
Tone: personal, punchy
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

AI Revenue

Post by Beff (e/acc) on X