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The mechanics

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Analysis by ViralLoop — not written by the original author.

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Post by Teng Yan on X

Teng Yan@tengyanAI

The most important sentence in Karpathy's whole post is probably this: anything with a measurable score and fast feedback will become something agents can optimize for you. automatically with no humans involved.

2.1K likes53 repliesPosted Mar 10, 2026

View the original on X Written by Teng Yan. Captured Sep 4, 2026.

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51

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.
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.
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: plain, matter-of-fact
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

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Teng Yan on AI · ViralLoop