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Samuel Marks on AI · ViralLoop

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Post by Samuel Marks on X

Samuel Marks@saprmarks

In a new paper, we present NLAs, an unsupervised method for converting an LLM's internal state into human-readable text. I've personally been astonished by our results. I think NLAs substantively advance our ability to understand what LLMs are thinking and audit them for safety

187 likes7 repliesPosted May 7, 2026

View the original on X Written by Samuel Marks. Captured Sep 4, 2026.

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30

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

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: personal
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

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