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Post by Yam Peleg on X

Yam Peleg@Yampeleg

imagine dropping 40T tokens into 2T parameters with 10M context length multimodality and then just uploading it to huggingface

282 likes10 repliesPosted Apr 5, 2025

View the original on X Written by Yam Peleg. Captured Sep 4, 2026.

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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

Leads with a specific number, which is concrete enough to be worth a second of attention.
Uses concrete numbers instead of vague claims, which makes it credible and quotable.
Short enough to read in full without expanding, which removes a step before the point lands.

The mechanics

Hook: Leads with a number
Structure: Hook
Style: Conversational paragraphs at a steady pace.
Tone: concrete
Mechanisms: Specificity
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

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More from Yam Peleg

ChatGPT pro coming? - Unlimited access to o1, o1-mini, GPT-4o - Unlimited advanced voice - Access to "o1-pro mode" - $200 per month source: t.co

so I think it is safe to assume that all major players have reached the limits of training longer and collecting more data already.. It is all about data quality now.. which takes time..

Heard a leak from one of the frontier labs (not oai tbh), they reached an unexpected HUGE wall of diminishing returns trying to brute-force better results by training longer & using more and more data.. (more severe than what is published publicly)

Yam Peleg on AI · ViralLoop