ViralLoop

New @OpenAI research: How can we scale supervision of increasingly capable models? Can we rely on monitoring GPT-7's chain-of-thought? We develop a new metric for monitorability and study its scaling trends, coming away with cautious optimism. 🧵:

314 likes14 repliesPosted Dec 18, 2025

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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

Opens with a question, so the reader starts answering before they have decided to read.
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.

The mechanics

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

Analysis by ViralLoop — not written by the original author.

Topics

AI Science

Post by Miles Wang on X